Training Example: Scaler – Review the Data, Give Your Score & Compare to the Real AI Evaluation

The market has already changed
[H1]
Become the Professional Built for the Next Decade in AI.The investment that compounds. Strong technical foundations, AI integrated at every stage, and a curriculum that evolves as the market doesProgramsModern Software and AI engineeringModern Data Science and ML with Specialisation in AIAdvanced AIML with Agentic AIDevOps, Cloud & AI Platform EngineeringModern Software and AI engineeringModern Data Science and ML with Specialisation in AIAdvanced AIML with Agentic AIDevOps, Cloud & AI Platform EngineeringPlacement ReportRequest A CallbackCheck how AI-Ready is your profileUnlock your score now
[H3] AI-Integrated Curriculum
AI-integrated curriculum. Every phase is structured around how the best technical teams work today , with AI embedded in how problems are framed, built, and shipped. Updated quarterly
[H3] AI Powered Platform
AI-assisted coding woven into every lab, assignment, and DSA problem with a 24×7 AI Companion that hints, critiques, and pair-programs alongside you. Specialisation in Generative AI included
[H3] Lifelong Learning Access
The curriculum moves as the market does. When the industry shifts, your knowledge shifts with it at no extra cost. You're not buying a 2026 snapshot. You're buying a living system. Built to last
[H3] Strong Foundations
The things that matter in software don't change as fast as the headlines. DSA. System design. Engineering judgment. AI makes those fundamentals hit harder not the other way around Depth that doesn't expireAI-first curriculum built by 100+ engineers from
[IMG: Marquee image]
Ready to join Scaler and take your first step towards success?DOWNLOAD BROCHUREProgram
[H2] Find the AI Path for your role
Instructors, mentors, and leaders from industry who shape what you learn and how you grow.AcademyOnline Courses for ProfessionalsTechvarsityPGP ProgramsEdgePartner ProgramsOfflineOn Campus ProgramAI Software EngineerFor Engineers Building Apps & Systems
[H3] Modern Software & AI Engineering
4.8+(25K+ Ratings)12MonthsWhat you'll build01Strong engineering fundamentals- DSA, system design, and backend architecture built to the depth product company interviews demand.02AI woven into every lab, assignment, and DSA problem - with a 24×7 AI Companion that hints, critiques your approach, and pair-programs alongside you.03Specialisation in Generative AI build, evaluate, and ship production AI systems as part of the programmehow roles evolve with AI?Forward Deployed Engineers who embed with customers to build and deploy AI solutions directly within real-world business workflowsGo To Programdownload brochureAI Data Scientist & MLDevOps, Cloud & AI Platform EngineeringAdvanced AI & MLAI Software EngineerAI Data Scientist & MLDevOps, Cloud & AI Platform EngineeringAdvanced AI & MLFor Engineers Building Apps & Systems
[H3] Modern Software & AI Engineering
4.8+(25K+ Ratings)12MonthsWhat you'll build01Strong engineering fundamentals- DSA, system design, and backend architecture built to the depth product company interviews demand.02AI woven into every lab, assignment, and DSA problem - with a 24×7 AI Companion that hints, critiques your approach, and pair-programs alongside you.03Specialisation in Generative AI build, evaluate, and ship production AI systems as part of the programmehow roles evolve with AI?Forward Deployed Engineers who embed with customers to build and deploy AI solutions directly within real-world business workflowsGo To Programdownload brochureFor Engineers Building Apps & Systems
[H3] Modern Data Science and ML with Specialisation in AI
4.7+(15K+ Ratings)12MonthsWhat you'll build01Data science and ML fundamentals - SQL, Python, statistics, machine learning, and MLOps taught as a connected system from raw data to deployed model, built to the depth the role and the market demand02AI-native workflows integrated into every lab and project - with a 24×7 AI Companion that trains you to generate, validate, and refine AI outputs at every stage of the work.03Specialisation in Generative AI and AI Engineering - build, evaluate, and deploy production AI systems as a core part of the programme.How roles evolve with AI?Data Scientists who analyze data and build models to uncover insights and inform decision-makingGo To Programdownload brochureFor Engineers Building a scaleable career
[H3] DevOps, Cloud & AI Platform Engineering specialisation in MLOps and Cybersecurity
4.7+(8K+ Ratings)12MonthsWhat you'll build01DevOps and Cloud Engineering - Linux to Kubernetes, CI/CD, Terraform, and AWS taught as one system for real-world deployment02AI-native operations across workflows - Observability, anomaly detection, and agentic automation to run self-healing, intelligent systems03Specialisation in AI-powered infrastructure - Build and deploy AI systems using Kubeflow, KServe, LangChain, Bedrock, and modern cloud toolinghow roles evolve with AI?AIOps Systems Architects who design AI-driven systems to monitor, automate, and optimize complex infrastructureGo To Programdownload brochureFor Engineers Building Apps & Systems
[H3] Advanced AIML with Specialisation in Agentic AI
4.6+(4K+ Ratings)12MonthsWhat you'll build01ML fundamentals to full AI engineering - Theory, deep learning, NLP, and computer vision, through to RAG pipelines, fine-tuning, and production deployment with observability and security built in.02Agentic system design as a core discipline - LangChain, LangGraph, CrewAI, and Autogen, with the judgement to know when to prompt, when to RAG, and when to fine-tune.03One connected programme - The complete AI lifecycle — owned end to endHow roles evolve with AI?AI Engineers who build and integrate AI-powered features into products to deliver intelligent user experiencesGo To Programdownload brochureStories
[H2] Real AI-era career moves, not generic success stories.
Numbers tell part of the story. These are the role shifts behind them.0%HikeShivam PrakashComputer Scientist, AdobeBefore:Backend Engineer, EricssonNow:Computer Scientist, Adobe3 OFFERSExplore more →“This journey has been an incredible blend of theoretical knowledge and hands-on experience, equipping me with the skills to tackle real-world challenges in the dynamic field of AI and ML. I'm excited to leverage this knowledge to contribute meaningfully to the ever-evolving landscape of technology and innovation.”Sahil BansalData Scientist, FractalRajesh SomasundaramMachine Learning Ops Engineer-2, NinjaCartBefore:Software Engineer - II, HERE TechnologiesNow:Machine Learning Ops Engineer-2, NinjaCartArun M VApplied scientist, GoKwik0%HikeDivyanshu TanterAI Researcher and Developer, Dassault SystemsBefore:Data Scientist, Wipro LimitedNow:AI Researcher and Developer, Dassault Systems4 OFFERSExplore more →“In just 2.5 months of joining Scaler, I not only learned the fundamentals but also advanced-level concepts in Data Science and Machine Learning. The structured approach, comprehensive curriculum, and unwavering guidance of mentors like Srikanth Varma Chekuri, Naman Bhalla, Mudit Goel , and a fantastic cohort of peers made this journey incredibly rewarding.”Akshat AroraData Scientist, Landmark GroupMadhuri KukrejaAssociate Analyst, RazorpayBefore:Associate Analyst, XL DynamicsNow:Associate Analyst, Razorpay0%HikeSayyam BhandariData Engineer, AmazonBefore:Sr BI Analyst, USEReady INC.Now:Data Engineer, Amazon2 OFFERSExplore more →“Scaler Academy's program is truly exceptional, providing me with the skills and confidence necessary to thrive in the field of Full-Stack_Data Engineer. The practical projects and real-world scenarios prepared me well for the challenges ahead”Vempali B N V D SivasanthoshFull Stack data Engineer, FractalInstructors/Mentors
[H2] The People Behind Scaler
Instructors, mentors, and leaders from industry who shape what you learn and how you grow.
[IMG: Marquee image]
[IMG: Marquee image]
[IMG: Marquee image]
podcast
[H2] Conversations with the people shaping AI
Founders, engineers, and researchers share what they are actually building, hiring for, and betting on
[IMG: Coding Isn’t Enough to Build Great Products podcast thumbnail]
[H3] Coding Isn’t Enough to Build Great Products
ft. Akhil GuptaFounder Insights, @NoBrokerOfficial‬
[IMG: The Engineer of 2026 Will Look Very Different podcast thumbnail]
[H3] The Engineer of 2026 Will Look Very Different
ft. Albert StrasheimCTO @ Rippling
[IMG: Building AI Products That Actually Work podcast thumbnail]
[H3] Building AI Products That Actually Work
ft. Gaurav ToshniwalFounder @Sherlocks.ai
[IMG: How Tech Drives Business Outcomes podcast thumbnail]
[H3] How Tech Drives Business Outcomes
ft. Saurabh MittalCTO ‪@PiramalFinance‬
[IMG: Coding Isn’t Enough to Build Great Products podcast thumbnail]
[H3] Coding Isn’t Enough to Build Great Products
ft. Akhil GuptaFounder Insights, @NoBrokerOfficial‬
[IMG: The Engineer of 2026 Will Look Very Different podcast thumbnail]
[H3] The Engineer of 2026 Will Look Very Different
ft. Albert StrasheimCTO @ Rippling
[IMG: Building AI Products That Actually Work podcast thumbnail]
[H3] Building AI Products That Actually Work
ft. Gaurav ToshniwalFounder @Sherlocks.ai
[IMG: How Tech Drives Business Outcomes podcast thumbnail]
[H3] How Tech Drives Business Outcomes
ft. Saurabh MittalCTO ‪@PiramalFinance‬how scaler works
[H2] This isn't an AI content library. It's a system built around AI-era progress.
Designed for people with jobs, ambition, and limited time. Structure, people, practice, an accountability are built in so AI upskilling turns into capability, not content consumption01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.shaping careers since 2019
[H2] In the AI era, proof matters, more than empty promises
Founders, engineers, and researchers share what they are actually building, hiring for, and betting on
[IMG: Scaler cohort]
0%Career transition rate for the
assessed 2024 Academy cohort0LPAOverall median CTC post-Scaler, up from ₹9 LPA pre-Scaler0%Median hike in CTC for learners who completed the program₹0 LPAMedian CTC for the top 25% of the assessed cohortBased on the 2024 Scaler career transition assessmentPlacement ReportBLOG
[H2] From the Scaler editorial desk
Deep dives on AI careers, learning strategies, and what the data actually says about the marketAI Agent Frameworks: What It Is & How It WorksThis article covers AI agent frameworks, their framerworks, core fundamentals and implementationAgnish Rawat20 min readWill AI Replace Software Engineers? Truth, Opinions and Career ImpactRead how AI is changing software development, and where it will replace or automate developer tasks Team Scaler14 min readSQL Roadmap 2026: Learning Path, Career Roles and Tools to MasterLearn why SQL still matters, paths possible, fundamentals needed and 2026 salary outlookTushar Bisht14 min readTop Generative AI Projects to Build in 2026 to Get You HiredBest portfolio-based recommended projects, skills you use, tools and framerworks you neeed to knowTeam Scaler19 min readnews
[H2] Featured in the News
Deep dives on AI careers, learning strategies, and what the data actually says about the marketGoogle for Startups and Scaler launch AI skilling program for Indian founders10th April, 2026Scaler School of Technology Student Becomes Only Indian to Join Apple Developer Academy, Bali2nd May, 2025Scaler Innovation and Ga

12 Month Program
[H1] Modern Data Science and ML with specialisation in AI
From SQL to RAG pipelines, dashboards to deployed models one curriculum built for where data roles are headed with Specialisation in AIDOWNLOAD BROCHURETalk to an advisorNext cohort starts May 2026
[H3] AI-Integrated Curriculum
AI built into every module , not bolted
on after.
[H3] Unlock Lifelong Learning
Curriculum updates forever — no
extra cost.
[H3] Fundamentals First
Foundations that lasts. Artificial Intelligence that compoundsAI Shift
[H2] The Only DS & ML Program That Evolves With AI.
Built across analytics, ML engineering, and AI application development for the roles actually being hired for. Here's where Scaler helps:Ready to join Scaler and take your first step towards success? Talk to an Advisorwho it is for?
[H2] Data roles are changing. Most skill sets haven't.
The gap isn't effort; it's that what companies hire for today goes well beyond what most Data programs teach.I want to move beyond just coding and start understanding how data actually drives impact.0-4 Years
[H3] SDEs, QA Engineers, Analysts & Non-Tech Graduates
You're early in your career. Now build the data and AI skills that move you from execution to decision-making roles.What you'll gainEnd-to-end workflows using SQL, Python, dashboards, and AIFoundation in analytics with AI tools to accelerate learningReal-world projects to showcase in interviews1-4 Years
[H3] Software Engineers Transitioning to AI/ML
2-6 Years
[H3] Self-Learners & Professionals Future-Proofing Against AI
4-10+ Years
[H3] Mid-Level Professionals Seeking Growth
I want to move beyond just coding and start understanding how data actually drives impact.
[H3] Agentic AI Curriculum
Every module runs on a Generate → Validate → Improve workflow. You use AI to accelerate, then learn to question, fix, and own the output.
[H3] AI-Assisted Labs
AI reviews your configurations, surfaces misconfigurations, and simulates real production failures.
[H3] AI-Driven Project
Every project goes from raw data to a deployed, AI-integrated system. Your portfolio shows end-to-end ownership, not just completed assignments.
[H3] AI Mock Interviews
Give mock interviews to live avatars trained on real data science and AI engineering interview formats. Case-based, reasoning-first, so you walk into the room ready.Tools you’ll learn with us:
[IMG: Marquee image]
Curriculum
[H2] Find the AI Path for your role
Instructors, mentors, and leaders from industry who shape what you learn and how you grow.Beginner12 months · No prior codingIntermediate12 months · Some coding experience
[IMG: Advanced SQL & AI for Data Professionals]
How is This Module Future ProofSQL is the universal data language. Every data role. Analyst, scientist, engineer. Requires SQL. AI tools generate queries, but engineers who understand SQL can validate and optimise themCore
[H3] Advanced SQL & AI for Data Professionals
Master SQL from foundations to advanced analytics. Schema design, joins, window functions, CTEs, and query optimisation. Learn to use AI for query generation, debugging, and data exploration from day one.2 Months25 sessionsSQL MasteryWhat you'll learn01SQL foundations & queryingSchema basics, data filtering, NULLs, aggregation, GROUP BY, JOINs, subqueries, and CASE statements02Advanced SQL techniquesWindow functions, CTEs, date/time operations, query optimisation, indexing, and real-world case studies03AI-powered SQL workflowsAI-assisted query generation, debugging, and data exploration integrated throughout every session Want to dive deeper into the details? Download BrochureCoreExcel & Dashboarding with AI StorytellingTransform raw data into compelling stories. Excel cleanup, formulas, pivot tables, and dashboards. Master Tableau for interactive visualisation and learn AI-assisted insight generation.1 Month12 sessionsData StorytellingCorePython Foundations + AI Coding AssistantsBuild Python fluency from scratch. Data types, control flow, functions, data structures, and file handling. Use AI coding assistants to accelerate learning and build real data projects.1 Month12 sessionsPython for DataCoreData to Decisions: Product Analytics with AILearn how companies use data to grow. Metrics frameworks, event tracking, user segmentation, funnel analysis, cohort analysis, and retention deep dives with AI-assisted insight generation.1 Month12 sessionsGrowth AnalyticsCoreGenerative AI for Data Analytics & AutomationMaster GenAI for analyst workflows. Prompt engineering for SQL and Python, AI-powered data cleaning, EDA, report generation, dashboard automation, and building AI-assisted analytics pipelines.1 Month12 sessionsAI-First AnalyticsShow moreReady to join Scaler and take your first step towards success? Talk to an AdvisorProject
[H2] Every project goes from raw data to a deployed, AI-integrated system. That's the new bar.
Every project is interview-ready and AI-integrated. Something you can open, walk through, and defend - including the AI features you built into it.DSML ProjectsADVANCED SQL & AI
[H3] Swiggy Order Intelligence & Business Metrics System
Build SQL-driven revenue diagnostics, customer lifetime value analysis, and AI-augmented query workflows on millions of food delivery orders.PostgreSQLAI SQL AssistantsPythonDBeaver
[IMG: Swiggy Order Intelligence & Business Metrics System]
AI generates first-draft queries, catches logic errors, and writes insight narrativesGENERATIVE AI
[H3] AI-Powered Business Insights Engine for Quick Commerce
Build an AI pipeline that ingests raw operations data, detects anomalies in real time, and generates natural language reports for dark store performance.OpenAI APIPandasPrompt EngineeringPython
[IMG: AI-Powered Business Insights Engine for Quick Commerce]
LLM APIs transform raw data into executive-ready insight summaries automaticallyEXPERIMENTATION
[H3] Meesho A/B Experimentation Platform
Design and run A/B tests on checkout conversion for 150M+ users. Build Bayesian testing frameworks, segment analysis, and AI-powered experiment review.SciPyStatsmodelsPyMCPandas
[IMG: Meesho A/B Experimentation Platform]
AI audits experiment designs, identifies confounds, and validates statistical rigorCLOUD & AWS
[H3] Myntra Real-Time Sales Intelligence Pipeline on AWS
Build an end-to-end cloud data pipeline from raw event logs to live dashboards, powering real-time decisions during peak fashion sale events.AWS S3AWS GlueAmazon AthenaTableau
[IMG: Myntra Real-Time Sales Intelligence Pipeline on AWS]
AI generates contextual insights from pipeline output during live sale eventsSUPERVISED ML
[H3] Credit Risk & Loan Default Prediction System
Train and compare Logistic Regression, XGBoost, and LightGBM models on real lending data. Build SHAP explainability and deploy a scoring API.scikit-learnXGBoostSHAPFlask
[IMG: Credit Risk & Loan Default Prediction System]
AI generates plain-language explanations of model decisions for compliance reviewNLP & TRANSFORMERS
[H3] Customer Support Intelligence & Auto-Escalation Engine
Fine-tune BERT for ticket classification, build custom NER for payment entities, and create an auto-escalation pipeline with AI-drafted responses.Hugging FaceBERTspaCyOpenAI API
[IMG: Customer Support Intelligence & Auto-Escalation Engine]
LLM-generated response drafts reduce average resolution time by 40%ADVANCED SQL & AI
[H3] Swiggy Order Intelligence & Business Metrics System
Build SQL-driven revenue diagnostics, customer lifetime value analysis, and AI-augmented query workflows on millions of food delivery orders.PostgreSQLAI SQL AssistantsPythonDBeaver
[IMG: Swiggy Order Intelligence & Business Metrics System]
AI generates first-draft queries, catches logic errors, and writes insight narrativesGENERATIVE AI
[H3] AI-Powered Business Insights Engine for Quick Commerce
Build an AI pipeline that ingests raw operations data, detects anomalies in real time, and generates natural language reports for dark store performance.OpenAI APIPandasPrompt EngineeringPython
[IMG: AI-Powered Business Insights Engine for Quick Commerce]
LLM APIs transform raw data into executive-ready insight summaries automaticallyinstructors / mentors
[H2] Learn from the top 0.1% of practitioners.
Scaler instructors and mentors aren't watching the AI shift from the sidelines. They're building through it, and they bring that into every session
[H3] Problem Solving & System Design
Taught by Anshuman SinghCo-FounderTwo-time ACM ICPC World Finalist. Built Facebook Messenger as a founding team member.15+ YOE15+ Years of Experience4.9
[H3] System Design & Backend Architecture
Taught by Shivank AgarwalEx SDE Manager @ MicrosoftA decade at Microsoft and Oracle. Now SVP of Engineering at Scaler, building next-gen engineers.14+ YOE14+ Years of Experience4.7
[H3] DSA & Full Stack Development
Taught by Naman BhallaCo-Founder Scaler AI LabsGoogle Kickstart global rank 135. ACM ICPC rank 37. Built Scaler Topics from scratch.6+ YOE6+ Years of Experience4.8
[H3] Backend Engineering & System Design
Taught by Shubham SinghSoftware Engineer @Builds products at Uber's global scale. Ex-Dream11 engineer shipping to hundreds of millions of users.5+ YOE5+ Years of Experience4.7
[H3] Data Analytics, SQL & Business Intelligence
Taught by Saurabh KangoSenior Manager, DS&A @Ex-LinkedIn Analytics Lead and Airbnb Data Scientist. Guided 100+ students in analytics and BI.10+ YOE10+ Years of Experience4.8
[H3] Machine Learning & Deep Learning
Taught by Thanish BatchaSenior Data Scientist II @ Built end-to-end ML at Amazon using BERT and RoBERTa. Top finisher at MachineHack hackathons.8+ YOE8+ Years of Experience4.7
[H3] Problem Solving & System Design
Taught by Anshuman SinghCo-FounderTwo-time ACM ICPC World Finalist. Built Facebook Messenger as a founding team member.15+ YOE15+ Years of Experience4.9
[H3] System Design & Backend Architecture
Taught by Shivank AgarwalEx SDE Manager @ MicrosoftA decade at Microsoft and Oracle. Now SVP of Engineering at Scaler, building next-gen engineers.14+ YOE14+ Years of Experience4.7
[H3] DSA & Full Stack Development
Taught by Naman BhallaCo-Founder Scaler AI LabsGoogle Kickstart global rank 135. ACM ICPC rank 37. Built Scaler Topics from scratch.6+ YOE6+ Years of Experience4.8
[H3] Backend Engineering & System Design
Taught by Shubham SinghSoftware Engineer @Builds products at Uber's global scale. Ex-Dream11 engineer shipping to hundreds of millions of users.5+ YOE5+ Years of Experience4.7how scaler works
[H2] This isn't an AI content library. It's a system built around AI-era progress.
Designed for people with jobs, ambition, and limited time. Structure, people, practice, an accountability are built in so AI upskilling turns into capability, not content consumption01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.Want to learn more about our ventures and collaborations?Talk to an AdvisorCERTIFICATE
[H2] Will you be certified?
Of course! It’ll look great on your resume and LinkedIn
Where AI-native engineering takes you
[H2] AI didn't replace data roles.
It created new ones that pay more.
Applied AI Data ScientistML Systems EngineerAI Platform & LLMOps EngineerMultimodal AI EngineerAI-Augmented Decision ScientistGrowth ScientistInsights AnalystApplied AI Data ScientistML Systems Engin

12 Month Program
[H1] DevOps, Cloud & AI Platform Engineering
From infrastructure fundamentals to AI-native operations, built for engineers who want to stay ahead. specialisation in MLOps and CybersecurityDOWNLOAD BROCHURETalk to an advisorNext cohort starts May 2026
[H3] AI-Integrated Curriculum
AI built into every module, not added after.
[H3] Fundamental First
Foundations that last. AI that compounds.
[H3] Production-First Learning
Every tool, every module, taught the way it runs in real environments.AI Shift
[H2] The Only Program Built Around AI-Native DevOps
The roles being created now require stronger fundamentals, faster execution, and the ability to build with AI.Ready to join Scaler and take your first step towards success? Talk to an Advisorwho it is for?
[H2] DevOps is reshaping every infrastructure role. Are you ready for yours?
The problem is not experience. It is that your current stack does not include the AI-native layer companies now expect from senior DevOps.I don't want years of legacy tasks. I want to start at the cutting edge of AI infrastructure.0-3 Years
[H3] Engineering Graduates, Junior Devs & QA Engineers
You know the theory. Now bypass the legacy grind and build the AI-native systems that current seniors are still trying to figure out.What you'll gainAI-native DevOps skills that skip the "Junior SysAdmin" phaseHands-on EKS, Terraform, and Docker hardeningAutomated AI-driven anomaly detection3-7 Years
[H3] Software Engineers & DevOps Engineers
7-12 Years
[H3] SREs, Security Engineers & Data Engineers
12+ Years
[H3] Cloud Architects & Engineering Leaders
I don't want years of legacy tasks. I want to start at the cutting edge of AI infrastructure.
[H3] AI-Led Curriculum
From observability pipelines to agentic workflows. You finish the program able to build and operate AI-powered infrastructure.
[H3] AI-Assisted Labs
AI reviews your configurations, surfaces misconfigurations, and simulates real production failures.
[H3] AI Mock Interview
Practice for Platform Engineer, SRE, and Cloud Architect roles with live avatar interviews built around what teams are actually hiring for.
[H3] AI-Driven Project Portfolio
Every project ships with an AI layer, from predictive alerting to autonomous incident response. Tools you’ll learn with us:
[IMG: Marquee image]
Curriculum
[H2] Find the AI Path for your role
Instructors, mentors, and leaders from industry who shape what you learn and how you grow.Beginner12 months · No prior coding
[IMG: Linux Essentials]
How is This Module Future ProofLinux runs everything. Every container, cloud instance, and AI training node runs Linux. This foundation is permanently relevantCore
[H3] Linux Essentials
Master the Linux command line from scratch. File management, process control, networking, and text processing. Build the foundation every DevOps engineer needs before touching any tool.3 Weeks7 sessionsFoundationsWhat you'll learn01Linux fundamentalsfile management, process management, networking, and text processing on Linux02Shell scripting basicsintroduction to shell scripting and fundamentals of writing automation scripts03Command-line proficiencybuild the muscle memory and confidence to operate efficiently in any Linux environment Want to dive deeper into the details? Download BrochureCoreShell Scripting & Git for DevOpsWrite production-grade shell scripts for file, process, filesystem, backup, and network management. Master Git workflows including hooks, branching strategies, and pull requests.4 Weeks9 sessionsAutomationCoreDocker, Kubernetes & ObservabilityFrom Docker basics to deploying microservices on Kubernetes with full observability. Master containers, orchestration, networking, security, scaling, and monitoring with Prometheus and Grafana.3 Months32 sessionsProduction ReadyCoreCI/CD, GitOps & Configuration ManagementBuild production CI/CD pipelines with Jenkins, GitHub Actions, and ArgoCD. Master Ansible for configuration management and understand SRE principles for reliable delivery.2 Months24 sessionsPipeline MasteryCoreAWS Cloud FoundationsMaster core AWS services. EC2, IAM, S3, VPC, CloudWatch, Lambda, and load balancing. Deploy Docker applications on EC2 and build end-to-end serverless projects.1.5 Months15 sessionsAWS CoreShow moreReady to join Scaler and take your first step towards success? Talk to an AdvisorProject
[H2] Every project ships with an AI layer. That's the new bar.
Every project is interview-ready and AI-integrated. Something you can open, walk through, and defend - including the AI features you built into it.DevOps ProjectsOBSERVABILITY
[H3] Production Observability Platform
Instrument 3 microservices with OpenTelemetry, train anomaly detection models, and build predictive alerting that fires before thresholds breach.OpenTelemetryPrometheusGrafanascikit-learn
[IMG: Production Observability Platform]
AI-powered anomaly detection predicts incidents 15 minutes before they happenAI SECURITY
[H3] Secure AI Automation Framework
Design permission-scoped AI agent boundaries, build approval gates for high-risk actions, and simulate privilege escalation attacks on HIPAA systems.OPAAWS IAMEvidently AIFastAPI
[IMG: Secure AI Automation Framework]
AI agents operate under least-privilege with human approval gates for destructive actionsFINOPS & AIOPS
[H3] Intelligent Resource Optimization Engine
Build ML-driven traffic forecasting, predictive K8s autoscaling, and a FinOps dashboard that cuts cloud spend by 20%+ for 800K concurrent viewers.KubernetesKubeflowMLflowPrometheus
[IMG: Intelligent Resource Optimization Engine]
ML forecasts scale infrastructure 30 minutes ahead of demand spikesGENAI PLATFORM
[H3] Autonomous DevOps AI Assistant
Build a RAG system over 500+ runbooks, an agentic incident responder for Tier-1 failures, and multi-agent orchestration with safety guardrails.LangChainChromaDBClaudeTerraform
[IMG: Autonomous DevOps AI Assistant]
RAG-powered agents autonomously diagnose and resolve pipeline failuresML PLATFORM
[H3] Enterprise AWS AI/ML Platform
Design multi-account AWS ML architecture with CI/CD pipelines, drift detection, zero-trust security, and human-in-the-loop model governance.AWSTerraformMLflowEvidently AI
[IMG: Enterprise AWS AI/ML Platform]
Drift detection triggers automatic retraining with compliance-grade audit trailsOBSERVABILITY
[H3] Production Observability Platform
Instrument 3 microservices with OpenTelemetry, train anomaly detection models, and build predictive alerting that fires before thresholds breach.OpenTelemetryPrometheusGrafanascikit-learn
[IMG: Production Observability Platform]
AI-powered anomaly detection predicts incidents 15 minutes before they happenAI SECURITY
[H3] Secure AI Automation Framework
Design permission-scoped AI agent boundaries, build approval gates for high-risk actions, and simulate privilege escalation attacks on HIPAA systems.OPAAWS IAMEvidently AIFastAPI
[IMG: Secure AI Automation Framework]
AI agents operate under least-privilege with human approval gates for destructive actionsinstructors / mentors
[H2] Learn from the top 0.1% of practitioners.
Three tracks, one outcome: production-grade skills with AI fluency. Every module below has an AI integration layer — it's not an add-on, it's how you learn.
[H3] Problem Solving & System Design
Taught by Anshuman SinghCo-Founder @Two-time ACM ICPC World Finalist. Built Facebook Messenger as a founding team member.15+ YOE15+ Years of Experience4.9
[H3] System Design & Backend Architecture
Taught by Shivank AgarwalEx SDE Manager @A decade at Microsoft and Oracle. Now SVP of Engineering at Scaler, building next-gen engineers.14+ YOE14+ Years of Experience4.7
[H3] DSA & Full Stack Development
Taught by Naman BhallaCo-Founder Scaler AI LabsGoogle Kickstart global rank 135. ACM ICPC rank 37. Built Scaler Topics from scratch.6+ YOE6+ Years of Experience4.8
[H3] AWS, DevOps & Cloud Automation
Taught by Vilas VargheseSenior DevOps Consultant @AcademiaBITS Pilani alumnus with 4 AWS certifications. Two decades simplifying complex DevOps and cloud concepts.20+ YOE20+ Years of Experience4.8
[H3] DevOps & Site Reliability Engineering
Taught by Rajat BansalSenior SRE @Builds large-scale infrastructure reliability at Eventbrite. Ex-SRE at Media.net, from intern to engineer.5+ YOE5+ Years of Experience4.7
[H3] Cloud Architecture & CI/CD
Taught by Govind KumarCloud Architect @11 AWS certifications and an AWS Golden Jacket holder. Leads enterprise cloud migrations across fintech and SaaS.12+ YOE12+ Years of Experience4.8
[H3] Problem Solving & System Design
Taught by Anshuman SinghCo-Founder @Two-time ACM ICPC World Finalist. Built Facebook Messenger as a founding team member.15+ YOE15+ Years of Experience4.9
[H3] System Design & Backend Architecture
Taught by Shivank AgarwalEx SDE Manager @A decade at Microsoft and Oracle. Now SVP of Engineering at Scaler, building next-gen engineers.14+ YOE14+ Years of Experience4.7
[H3] DSA & Full Stack Development
Taught by Naman BhallaCo-Founder Scaler AI LabsGoogle Kickstart global rank 135. ACM ICPC rank 37. Built Scaler Topics from scratch.6+ YOE6+ Years of Experience4.8
[H3] AWS, DevOps & Cloud Automation
Taught by Vilas VargheseSenior DevOps Consultant @AcademiaBITS Pilani alumnus with 4 AWS certifications. Two decades simplifying complex DevOps and cloud concepts.20+ YOE20+ Years of Experience4.8how scaler works
[H2] This isn't an AI content library. It's a system built around AI-era progress.
Designed for people with jobs, ambition, and limited time. Structure, people, practice, an accountability are built in so AI upskilling turns into capability, not content consumption01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.Want to learn more about our ventures and collaborations?Talk to an AdvisorCERTIFICATE
[H2] Will you be certified?
Of course! It’ll look great on your resume and LinkedIn
Where AI-native engineering takes you
[H2] AI didn't replace engineers.
It created new roles that pay more.
AIOps Systems ArchitectAI Gateway EngineerAgentic Workflow DesignerRAG and Knowledge EngineerAI-Enabled Platform EngineerAI-Enabled SREAIOps Systems ArchitectAI Gateway EngineerAgentic Workflow DesignerRAG and Knowledge EngineerAI-Enabled Platform EngineerAI-Enabled SRE9.8xGrowth in MLOps roles over five years — LinkedIn's Emerging Jobs Report called it the standout role of the decadeLinkedIn Emerging Jobs Report, 202541.8%Year-over-year growth in AI/ML engineer roles as of Q1 2025 — with MLOps making up a fast-growing shareKeller Executive Search / Jobspikr, 202525-35%Salary premium for MLOps engineers over standard DevOps — the AI production bottleneck that every company is desperate to fixSpaculus / Acceler8 Talent, 2026<2%Unemployment rate for DevOps engineers — one of the lowest of any tech role, now even tighter with AI/MLOps demandWealthvieu / BLS Projections, 2026Stories
[H2] Real AI-era career moves, not generic success stories.
Numbers tell part of the story. These are the role shifts behind them.0%HikeShivam PrakashComputer Scientist, AdobeBefore:Backend Engineer, EricssonNow:Computer Scientist, Adobe3 OFFERSExplore more →“This journey has been an incredible blend of theoretical knowledge and hands-on experience, equipping me with the skills to tackle real-world challenges in the dynamic field of AI and ML. I'm exc

Scaler Academy|12 Month Program
[H1]
Modern Softwareand AI Engineering.Software Engineering hasn't changed. What it takes to be a great at it has. Stronger fundamentals, faster delivery, and AI fluency built into how you learn, not just an add onDownload BrochureTalk to an advisorNext cohort starts May 2026
[H3] AI-Integrated Curriculum
AI built into every module , not bolted
on after.
[H3] Unlock Lifelong Learning
Curriculum updates forever - no
extra cost.
[H3] Fundamentals First
Foundations that last. Artificial Intelligence that compoundsAI Shift
[H2] AI didn't replace engineers. It raised the bar for what they can do.
The roles being created now require stronger fundamentals, faster execution, and the ability to build with AI.Ready to join Scaler and take your first step towards success? Talk to an Advisorwho it is for?
[H2] AI is reshaping every role. Are you ready for yours?
The problem isn't talent - it's that your current stack doesn't include the AI layer companies now expect.I can execute tasks, but I don't yet feel like the engineer people trust for product thinking or AI-first workflows.1-4 Years
[H3] SDEs, QA Engineers & Frontend Developers
You know how software teams work. Now build the AI-aware engineering skills that move you beyond execution-only roles.What you'll gainStronger fundamentals across frontend, backend, APIs, and data flowsAI-assisted development workflows for faster, validated buildsReadiness for product-oriented engineering roles2-6 Years
[H3] Fullstack Developers, Backend & API Engineers
3-8 Years
[H3] Software Engineers, Senior Engineers & Tech Leads
5-10+ Years
[H3] Solution Engineers & AI-First Product Builders
I can execute tasks, but I don't yet feel like the engineer people trust for product thinking or AI-first workflows.
[H3] AI-Led Curriculum
Every module runs on a Prompt → Review → Own workflow. You use AI to move faster, then learn to validate outputs and take full ownership of what ships.
[H3] AI Mock Interviews
Practice with avatars trained on real SWE interview formats across DSA, LLD, and system design.
[H3] AI-Driven Project Portfolio
Every project goes from problem statement to deployed, AI-integrated product. End-to-end ownership across frontend, backend, and AI feature integration.
[H3] AI Learning Model
You don't just learn from AI. You teach it. Correcting a naive AI's wrong approaches and refining its code builds conceptual clarity that passive problem-solving never gives you.Tools you’ll learn with us:
[IMG: Marquee image]
Curriculum
[H2] Find the AI Path for your role
Instructors, mentors, and leaders from industry who shape what you learn and how you grow.Beginner12 months · No prior codingIntermediate12 months · Some coding experienceAdvanced10 months · DSA background
[IMG: Programming Fundamentals]
How is This Module Future ProofAI-assisted debugging and pattern recognition are taught from day one. Building habits that scale with any future AI toolingCore
[H3] Programming Fundamentals
No prior coding needed. Build syntax, logic, arrays, and debugging discipline before DSA pressure begins. AI tools assist from day one. For visualisation, edge-case thinking, and critique.2 Months27 sessionsInterview PrepWhat you'll learn01Core problem solvingOperators, data types, if-else, loops, patterns, functions, and arrays02Modular thinking & code structureFunctions, strings, 2D arrays, memory visualisation with AI03AI-Assisted EngineeringUse AI for edge-case thinking, debugging, and iteration analysis from day one Want to dive deeper into the details? Download BrochureCoreIntermediate DSA: AI-Assisted Problem SolvingBridge the gap between beginner coding and advanced DSA. Master time complexity, array techniques, bit manipulation, and strings. With AI as your pair programmer.1 Month12 sessionsAI Pair ProgrammingCoreAI & Agents: From Talking to AI to Building OneMove beyond using AI to building autonomous AI systems. Learn prompt engineering, RAG, multi-agent orchestration, and ship AI-powered apps. All without writing traditional code.1 Month11 sessionsNo-Code AI AppsCoreAdvanced DSA: Foundations, Core Techniques & OptimisationDeep-dive into arrays, recursion, hashing, sorting, and bit manipulation. Build portfolio-ready projects like Sudoku solvers and chess engines with AI collaboration.4 Months59 sessionsInterview PrepCoreAdvanced DSA: DP, Heaps & Graphs, Crack It with AI EdgeMaster dynamic programming, heaps, greedy algorithms, and graph theory. Tackle real-world projects and mandatory skill evaluations to become interview-ready.4 Months18 sessionsSkill EvaluationShow moreReady to join Scaler and take your first step towards success? Talk to an AdvisorProject
[H2] Every project ships with an AI layer. That's the new bar.
Every project is interview-ready and AI-integrated. Something you can open, walk through, and defend - including the AI features you built into it.Full Stack TrackLLD ExtensionBackend Track
[H3] LinkForge AI - Your AI-Powered Link-in-Bio & Digital Hub
Build a fully responsive personal portfolio site in HTML & CSS that doubles as your first real developer presence on the internet, later evolving into an AI-powered resume-to-portfolio converter.HTMLCSSResponsive Design Portfolio AI Integration
[IMG: LinkForge AI - Your AI-Powered Link-in-Bio & Digital Hub]
AI generates portfolio sections and bios from an uploaded resume
[H3] SkyAI Advisor: Smart Weather App
A weather app that goes beyond showing temperature — it uses AI to tell users what to wear, whether to carry an umbrella, the best window for a run, and what to plan for the weekend.JavaScriptFetch APIAsync/AwaitDOM ManipulationWeather API
[IMG: SkyAI Advisor: Smart Weather App]
AI turns raw weather data into personalized daily advice.
[H3] Kanban Board: Trello Styled Application
An AI-enhanced Kanban board that doesn't just move cards across columns - it prioritizes tasks, suggests what to work on next, flags bottlenecks, and keeps your workflow moving.
JavaScriptEvent HandlingDOM UpdatesDrag & DropAI Integration
[IMG: Kanban Board: Trello Styled Application]
AI suggests grouping, prioritization, and workflow insights.
[H3] ShowKart: AI MERN Capstone Project
A full BookMyShow-style booking system featuring multi-role authentication, theatre and show management, seat selection, payment integration, ticket generation, and email flowsMongoDBReactNode.jsAuthenticationAuthentication
[IMG: ShowKart: AI MERN Capstone Project]
AI powers show recommendations and showtime optimization for theatre owners.
[H3] LinkForge AI - Your AI-Powered Link-in-Bio & Digital Hub
Build a fully responsive personal portfolio site in HTML & CSS that doubles as your first real developer presence on the internet, later evolving into an AI-powered resume-to-portfolio converter.HTMLCSSResponsive Design Portfolio AI Integration
[IMG: LinkForge AI - Your AI-Powered Link-in-Bio & Digital Hub]
AI generates portfolio sections and bios from an uploaded resume
[H3] SkyAI Advisor: Smart Weather App
A weather app that goes beyond showing temperature — it uses AI to tell users what to wear, whether to carry an umbrella, the best window for a run, and what to plan for the weekend.JavaScriptFetch APIAsync/AwaitDOM ManipulationWeather API
[IMG: SkyAI Advisor: Smart Weather App]
AI turns raw weather data into personalized daily advice.instructors / mentors
[H2] Learn from the top 0.1% of practitioners.
Three tracks, one outcome: production-grade skills with AI fluency. Every module below has an AI integration layer - it's not an add-on, it's how you learn.
[H3] Problem Solving & System Design
Taught by Anshuman SinghCo-Founder @Two-time ACM ICPC World Finalist. Built Facebook Messenger as a founding team member.15+ YOE15+ Years of Experience4.9
[H3] System Design & Backend Architecture
Taught by Shivank AgarwalSenior VP Engineering @A decade at Microsoft and Oracle. Now SVP of Engineering at Scaler, building next-gen engineers.14+ YOE14+ Years of Experience4.7
[H3] DSA & Full Stack Development
Taught by Naman BhallaCo Founder @Scaler AI LabsGoogle Kickstart global rank 135. ACM ICPC rank 37. Built Scaler Topics from scratch.6+ YOE6+ Years of Experience4.8
[H3] DSA & Full Stack Development
Taught by Anurag KhannaPrincipal Software Engineer @Builds large-scale systems at Microsoft. Ex-Amazon SDE. Praised for unparalleled depth in DSA mentoring.7+ YOE7+ Years of Experience4.8
[H3] DSA & Problem Solving
Taught by Kshitij MishraHead of Instructors @IIIT Hyderabad CS grad. Heads the Scaler instructor team. Ex-Lead SDE at InterviewBit.10+ YOE10+ Years of Experience4.8
[H3] DSA & Competitive Programming
Taught by Utkarsh GuptaVP, Academic Course Architect @AIR 1 in Google Hash Code 2019. Codeforces Master and 6-star CodeChef. 750+ live sessions at Scaler.7+ YOE7+ Years of Experience4.9
[H3] DSA & Backend Development
Taught by Umang AgrawalSDE-II @Drives Amazon's Everyday Essentials incentives strategy. Ex-Microsoft. 750+ live sessions, 4.87/5 rating.5+ YOE5+ Years of Experience4.9
[H3] Backend Engineering & System Design
Taught by Subham SoniSoftware Engineer @Google engineer and Scaler alumnus. Ex-Intuit and Credit Suisse. Known for clarity-first teaching.5+ YOE5+ Years of Experience4.8
[H3] DSA & Backend Development
Taught by Kunal JindalSDE II @Ex-Microsoft (youngest SDE-II on CO+I India team). Ex-Disney+ Hotstar AdTech. AIR 6 National Astronomy Olympiad.6+ YOE6+ Years of Experience4.7
[H3] System Design & Backend Development
Taught by Alok SinghSDE 2 @Built Booking.com's Eligibility API serving 5M+ partners daily at 99.99% uptime. Ex-Razorpay, Ex-Samsung.6+ YOE6+ Years of Experience4.7
[H3] Problem Solving & System Design
Taught by Anshuman SinghCo-Founder @Two-time ACM ICPC World Finalist. Built Facebook Messenger as a founding team member.15+ YOE15+ Years of Experience4.9
[H3] System Design & Backend Architecture
Taught by Shivank AgarwalSenior VP Engineering @A decade at Microsoft and Oracle. Now SVP of Engineering at Scaler, building next-gen engineers.14+ YOE14+ Years of Experience4.7
[H3] DSA & Full Stack Development
Taught by Naman BhallaCo Founder @Scaler AI LabsGoogle Kickstart global rank 135. ACM ICPC rank 37. Built Scaler Topics from scratch.6+ YOE6+ Years of Experience4.8
[H3] DSA & Full Stack Development
Taught by Anurag KhannaPrincipal Software Engineer @Builds large-scale systems at Microsoft. Ex-Amazon SDE. Praised for unparalleled depth in DSA mentoring.7+ YOE7+ Years of Experience4.8how scaler works
[H2] This isn't an AI content library. It's a system built around AI-era progress.
Designed for people with jobs, ambition, and limited time. Structure, people, practice, and accountability are built in so AI upskilling turns into capability, not content consumption01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.Want to learn more about our ventures and collaborations?Talk to an AdvisorCERTIFICATE
[H2] Will you be certified?
Of course! It’ll look great on your resume and LinkedIn
Where AI-native engineering takes you
[H2] AI didn't replace engineers.
It created new roles that pay more.
AI Backend EngineerAI Front-end EngineerAI Fullstack EngineerAI Backend EngineerAI Front-end EngineerAI Fullstack Engineer163%Growth in AI-related job postings between 2024 and 2025 — even as overall tech h

12 Month Program
[H1] Advanced AI & Machine Learning
Neural networks, agentic systems, and  production-deployed LLMs come together in one curriculum for AI-first builders with Specialisation in Agentic AIDOWNLOAD BROCHURETalk to an advisorNext cohort starts May 2026
[H3] AI-Integrated Curriculum
AI built into every module , not bolted
on after.
[H3] Unlock Lifelong Learning
Curriculum updates forever — no
extra cost.
[H3] Fundamentals First
Foundations that lasts. Artificial Intelligence that compoundsAI Shift
[H2] The Only AI/ML Program Built Around How AI Roles Actually Work Now.
From core infrastructure to intelligent systems, designed for engineers who want to stay ahead.Ready to join Scaler and take your first step towards success? Talk to an Advisorwho it is for?
[H2] AI is reshaping every role. Are you ready for yours?
The problem isn't talent - it's that your current stack doesn't include the AI layer companies now expect.I can build software all day, but the moment an AI/ML feature comes up, I'm on the sidelines.2-4 Years
[H3] SDEs, Backend Developers, QA Engineers & Junior Data Scientists
You have the coding foundation. Now add the AI layer that makes you stand out in every hiring room.What you'll gainEnd-to-end ML, from training to production with Docker and MLflowGenAI fluency, from prompt engineering to RAG and fine-tuningFull-stack AI, owning the model lifecycle from data to deployment3-6 Years
[H3] ML Engineers & Data Engineers
4-8 Years
[H3] Senior Engineers, Tech Leads & Architects
3-10+ Years
[H3] Product Managers, Consultants & Business Leaders
I can build software all day, but the moment an AI/ML feature comes up, I'm on the sidelines.
[H3] AI-Led Curriculum
From RAG pipelines to multi-agent orchestration, you finish the program able to build and operate production-grade AI systems.
[H3] AI-Assisted Labs
From RAG pipelines to multi-agent orchestration, you finish the program able to build and operate production-grade AI systems
[H3] AI Mock Interview
Live avatar interviews covering AI Engineer, Agent Engineer, and Lead AI Architect formats across system design and agentic architecture.
[H3] AI-Driven Project
Every project ships as a deployed system with an ML pipeline, AI layer, and agentic component. Ready to walk through in any interview.Tools you’ll learn with us:
[IMG: Marquee image]
Currculum
[H2] Find the AI Path for your role
Instructors, mentors, and leaders from industry who shape what you learn and how you grow.Beginner12 months · Some Coding Experience
[IMG: Data Foundations]
How is This Module Future ProofPandas powers every ML pipeline. Data manipulation with Pandas is the universal first step in any ML workflow. From feature engineering to model evaluationCore
[H3] Data Foundations
Master data analysis and visualisation using NumPy, Pandas, and foundational probability. Explore, clean, and interpret data effectively. The essential starting point for any AI/ML career.4 Weeks5 topicsData FluencyWhat you'll learn01NumPy & Pandas masteryArray operations, DataFrames, data manipulation, and efficient data handling02EDA & visualisationExploratory data analysis, data plotting, and visualisation basics for insight discovery03Probability foundationsProbability concepts essential for understanding ML algorithms and statistical reasoning Want to dive deeper into the details? Download BrochureCoreML Coding: Supervised LearningMaster regression and classification. From predicting prices to diagnosing diseases. Build production-ready models with linear regression, logistic regression, KNN, decision trees, and ensemble methods.6 Weeks7 topicsSupervised MLCoreML Coding: Unsupervised Learning, Time Series & Recommender SystemsUncover hidden patterns, predict future trends, and deliver personalised experiences. Master clustering, anomaly detection, dimensionality reduction, time series forecasting, and recommendation engines.4 Weeks7 topicsPattern DiscoveryCoreML Coding: Neural NetworksBuild the foundation of modern AI. Neural network architecture, optimisers, loss functions, activation functions, weight initialisation, and regularisation techniques from scratch.3 Weeks1 deep topicDeep LearningCoreML Coding: Computer Vision and NLPTransform how machines perceive and interact with the world. OpenCV, CNNs, transfer learning, image generation, text preprocessing, word embeddings, RNNs, LSTMs, and attention mechanisms.7 Weeks7 topicsVision & LanguageShow moreReady to join Scaler and take your first step towards success? Talk to an AdvisorProject
[H2] Every project ends as a production-deployed AI system. That's the new bar.
Not a trained model. But, a working system - with ML pipelines, a deployed model, an AI layer, and an agentic component that reasons and executes. AIML ProjectsSUPERVISED ML
[H3] AI Solutions for Uber / Ola
Build ETA prediction models with XGBoost and CatBoost, process large-scale ride data with PySpark, and implement graph-based route optimization.XGBoostCatBoostPySparkNetworkX
[IMG: AI Solutions for Uber / Ola]
AI optimizes real-time ETA calculations and dynamic driver allocation at scaleTIME SERIES & RECSYS
[H3] IPL Data Analysis Case Study
Analyse multi-year IPL data to build match strategy models, player performance predictors, and venue intelligence for a franchise analytics team.scikit-learnStatsmodelsPandasSeaborn
[IMG: IPL Data Analysis Case Study]
AI-driven match strategy turns historical patterns into real-time captaincy decisionsNLP & RANKING
[H3] LinkedIn Newsfeed Personalization
Build content ranking models with TensorFlow Ranking, train BERT-based relevance classifiers, and optimise feed pipelines balancing personalisation with diversity.TensorFlow RankingBERTPySparkSQL
[IMG: LinkedIn Newsfeed Personalization]
AI ranks and personalises content feeds for millions of professionals in real timeSYSTEM DESIGN
[H3] Real-Time Fraud Detection System
Build anomaly detection with Isolation Forest and AutoEncoders on streaming transaction data, delivering real-time fraud alerts for digital payments.KafkaPySparkTensorFlowAutoEncoders
[IMG: Real-Time Fraud Detection System]
AI processes streaming transactions and flags fraud with sub-second latencyGENAI & RAG
[H3] Domain-Specific RAG System
Build a retrieval-augmented generation pipeline with semantic chunking, vector search on Milvus, hallucination guardrails, and automated quality evaluation.MilvusHugging FaceLLM APIsOpik
[IMG: Domain-Specific RAG System]
RAG pipeline grounds LLM responses in verified documentation with hallucination scoringGENAI & FINE-TUNING
[H3] LLM Fine-Tuning with LoRA
Fine-tune large language models using parameter-efficient LoRA adapters for enterprise style and terminology, under real GPU memory constraints.Hugging Face TRLPEFTPyTorchLoRA
[IMG: LLM Fine-Tuning with LoRA]
Lightweight LoRA adapters customise a shared base model for multiple enterprise clientsSUPERVISED ML
[H3] AI Solutions for Uber / Ola
Build ETA prediction models with XGBoost and CatBoost, process large-scale ride data with PySpark, and implement graph-based route optimization.XGBoostCatBoostPySparkNetworkX
[IMG: AI Solutions for Uber / Ola]
AI optimizes real-time ETA calculations and dynamic driver allocation at scaleTIME SERIES & RECSYS
[H3] IPL Data Analysis Case Study
Analyse multi-year IPL data to build match strategy models, player performance predictors, and venue intelligence for a franchise analytics team.scikit-learnStatsmodelsPandasSeaborn
[IMG: IPL Data Analysis Case Study]
AI-driven match strategy turns historical patterns into real-time captaincy decisionsinstructors / mentors
[H2] Learn from the top 0.1% of practitioners.
Scaler instructors and mentors aren't watching the AI shift from the sidelines. They're building through it, and they bring that into every session.
[H3] Problem Solving & System Design
Taught by Anshuman SinghCo-Founder @Two-time ACM ICPC World Finalist. Built Facebook Messenger as a founding team member.15+ YOE15+ Years of Experience4.9
[H3] System Design & Backend Architecture
Taught by Shivank AgarwalEx SDE Manager @A decade at Microsoft and Oracle. Now SVP of Engineering at Scaler, building next-gen engineers.14+ YOE14+ Years of Experience4.7
[H3] DSA & Full Stack Development
Taught by Naman BhallaCo-Founder Scaler AI LabsGoogle Kickstart global rank 135. ACM ICPC rank 37. Built Scaler Topics from scratch.6+ YOE6+ Years of Experience4.8
[H3] MLOps & Computer Vision
Taught by Shivam PrasadPrincipal Data Scientist @ OmshaDecade of production deep learning across CV, NLP, and speech. Research at IISc Bangalore.10+ YOE10+ Years of Experience4.7
[H3] Python, Math for ML & Neural Networks
Taught by Akash RajpuriaSenior Data Scientist (NLP) @Interspeech 2021 published researcher. AWS ML certified. Built BERT-powered search at Pfizer.8+ YOE8+ Years of Experience4.7
[H3] Data Analytics, SQL & Business Intelligence
Taught by Saurabh KangoSenior Manager, DS&A @Ex-LinkedIn Analytics Lead and Airbnb Data Scientist. Guided 100+ students in analytics and BI.10+ YOE10+ Years of Experience4.8
[H3] Problem Solving & System Design
Taught by Anshuman SinghCo-Founder @Two-time ACM ICPC World Finalist. Built Facebook Messenger as a founding team member.15+ YOE15+ Years of Experience4.9
[H3] System Design & Backend Architecture
Taught by Shivank AgarwalEx SDE Manager @A decade at Microsoft and Oracle. Now SVP of Engineering at Scaler, building next-gen engineers.14+ YOE14+ Years of Experience4.7
[H3] DSA & Full Stack Development
Taught by Naman BhallaCo-Founder Scaler AI LabsGoogle Kickstart global rank 135. ACM ICPC rank 37. Built Scaler Topics from scratch.6+ YOE6+ Years of Experience4.8
[H3] MLOps & Computer Vision
Taught by Shivam PrasadPrincipal Data Scientist @ OmshaDecade of production deep learning across CV, NLP, and speech. Research at IISc Bangalore.10+ YOE10+ Years of Experience4.7how scaler works
[H2] This isn't an AI content library. It's a system built around AI-era progress.
Designed for people with jobs, ambition, and limited time. Structure, people, practice, an accountability are built in so AI upskilling turns into capability, not content consumption01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.01AI-first structured curriculum
[H3] AI-first structured curriculum. Not retrofitted. Rebuilt.
Every module reflects how the best engineering and data teams work today with AI-assisted workflows, current interview standards, and the roles companies are hiring for now021:1 mentor support
[H3] The people who guide you are also building the industry
Your mentors are active industry professionals,currently employed, currently hiring, currently solving the same problems you will face. They review your work, unblock you in real time, and bring the kind of judgment that only comes from being inside the teams you want to join.
03Projects, AI labs, and evaluated practice
[H3] Projects, AI labs, and evaluated practice You learn it. You use it. You get evaluated on it.
Projects land module by module, tied to real business cases and interview-ready builds. The distance between learning and application is zero.04Scaler-built preparation products
[H3] Built at Scaler The practice environment is built to match the hiring environment.
Scaler's own coding platform, terminal-based judges, and AI mock interviews are built in-house designed around exactly the way technical hiring works today. Nothing about the real thing should feel unfamiliar.05Backed by a Strong Tech Community
[H3] Community, accountability, and career support. It is your professional network for the next decade.
Structured check-ins, career support, and exclusive access to 1,00,000+ Scaler alumni keep you moving long after the program ends. The community outlasts the curriculum. 06Learning never ends
[H3] Lifelong access and continuous learning The program ends. The access does not.
Live sessions, regular curriculum updates, and lifetime access to recorded content mean you remain current as the industry moves. Not caught up. Ahead of it.Want to learn more about our ventures and collaborations?Talk to an AdvisorCERTIFICATE
[H2] Will you be certified?
Of course! It’ll look great on your resume and LinkedIn
WHERE ADVANCED AI/ML WITH AGENTIC AI TAKES YOU
[H2] AI didn't replace engineering roles. It created new ones that didn't exist five years ago.
AI EngineerAgent EngineerML Systems EngineerAI Platform & LLMOps EngineerMLOps EngineerMultimodal AI EngineerLead AI ArchitectAI EngineerAgent EngineerML Systems EngineerAI Platform & LLMOps EngineerMLOps EngineerMultimodal AI EngineerLead AI Architect1.3MNew AI-specific jobs created globally in just two years — LinkedIn confirmed this as net new, not replacementLinkedIn / World Economic Forum, Jan 202670%+Salary premium for senior AI specialists over non-AI peers at firms like Intuit and Google DeepMindPwC / Acceler8 Talent, 2025–263.2:1Global ratio of open AI positions to qualified candidates — 1.6M jobs, only 518K people who can fill themManpowerGroup Survey, 2026~70 LPASalary range for GenAI engineers in India — vs. 10–40 LPA for traditional ML. The gap is growing ev

Alumni 2026’
[H1] Real people
[H2] Real AI-Careers Moves.
Every profile here started exactly where you are. Browse, filter, and talk directly to someone who made the moveNo results found. Try adjusting your filters.Where you areCurrent RoleCurrent CompanyWhere you want to goTarget RoleTarget CompanyWork Experience:010+Search AlumniNo results found. Try adjusting your filters.
[IMG: Scaler cohort]
0%Career transition rate for the
assessed 2024 Academy cohort0LPAOverall median CTC post-Scaler, up from ₹9 LPA pre-Scaler0%Median hike in CTC for learners who completed the program₹0 LPAMedian CTC for the top 25% of the assessed cohortIn the AI era, proof matters, more than empty promises* * Based on the 2024 Scaler career transition assessment for learners who met adherence criteria as of Jan 1, 2024Download the ReportNo results found. Try adjusting your filters.Ready to join Scaler and take your first step towards success? Request a CallbackNo results found. Try adjusting your filters.FREE 1:1 WITH ALUMWant to connect with someone who matches your profile?FREE 1:1 WITH ALUM