Curriculum

From Python to AI agents.

Ten modules from your very first line of code. Six core modules make you placement-ready; then Modern AI and the AI Engineer Stack, on the tools AI teams use today.

See plans from ₹7,999 Download the syllabus (PDF)
  • 10modules
  • 110+tools you’ll use
  • 40 hrsAI Engineer Stack
  • Up to 67projects
Rated 4.8 out of 5 on Google, from 150+ ratings, and 1,000+ five-star reviews on our Facebook page.

Your path

Six modules to placement-ready. Four more to stand out.

The core comes first, on every plan. Once you complete the program, your interviews start while Modern AI and the AI Engineer Stack carry on. Choose a plan to see yours.

Plus: Modules 1 to 8

  1. 1Python from zeroLogic, data structures, files, OOPPython · SQLiteEvery plan
  2. 2Probability & statisticsDistributions, inference, regressionstatsmodels · scikit-learnEvery plan
  3. 3Data analysis & visualisationExcel, Power BI and pandasPower BI · DAX · pandasEvery plan
  4. 4SQL for data analysisFrom SELECT to window functionsMySQL · TableauEvery plan
  5. 5Machine learningModels, big data, a first look at GenAIscikit-learn · XGBoost · SparkEvery plan
  6. 6Deep learningNeural networks to transformersPyTorch · KerasEvery plan
  7. The competency test
  8. 7Modern AIOpen models, vision, speech, AI at workHugging Face · YOLO · n8nEvery plan
  9. 8GenAI & LLMsLLM apps, RAG, first agentsLangChain · LlamaIndex · MCPPlus · Infinity
  10. 9Production RAG & LLMOpsFine-tuning, serving, the cloudvLLM · Docker · BedrockInfinity
  11. 10Agentic AIMulti-agent systems, MCP, voiceLangGraph · CrewAI · ADKInfinity

The core · every plan

The 6 core modules

From your first line of code to deep learning. Finish them and 5 capstones in 15 days, pass the competency test and sign within 30 days (on Infinity, also 75% live-class attendance), and you’ve completed the program.

1Python from zeroAbout 51 hours · every plan

Starts at your very first line of code and builds the logic every later module uses, with practice after every lesson.

You’ll learn

  • Variables, numbers and strings
  • Lists, tuples, dictionaries and sets
  • Loops, conditions and functions
  • Modules, dates and times
  • Reading and writing files, CSV and JSON
  • Errors and exceptions
  • Object-oriented programming
  • Generators and lambdas
  • Databases from Python with SQLite

Tools

  • Python
  • SQLite
  • JSON
  • CSV
2Probability & statistics for data scienceAbout 10 hours · every plan

The maths behind every model, taught through examples, then put to work in Python.

You’ll learn

  • Probability, combinatorics and Bayes’ theorem
  • Distributions
  • Descriptive statistics
  • Confidence intervals
  • Hypothesis testing
  • Linear and logistic regression in Python

Tools

  • Excel
  • Python
  • statsmodels
  • scikit-learn
3Data analysis & visualisationAbout 30 hours · every plan

The analyst’s toolkit: Excel and Power BI the way companies use them, and pandas for data in Python.

You’ll learn

  • Advanced PivotTables, slicers and Excel dashboards
  • Power Query to clean and combine data
  • Data models and DAX measures
  • Power BI reports: modelling, visuals and design
  • NumPy and pandas
  • Cleaning and preparing data
  • Text data and files
  • Collecting data from web APIs

Tools

  • Excel
  • Power Query
  • Power Pivot
  • DAX
  • Power BI
  • NumPy
  • pandas
  • Jupyter
4SQL for data analysisAbout 11 hours · every plan

SQL from zero on a real company database, up to the queries analyst interviews test.

You’ll learn

  • Relational databases and SQL basics
  • Selecting, filtering and sorting
  • Aggregate functions
  • Joins, subqueries and self joins
  • Views, stored procedures and functions
  • Triggers, indexes and variables
  • Window functions, CTEs and temporary tables
  • From SQL to Tableau dashboards

Tools

  • MySQL
  • MySQL Workbench
  • Tableau
5Machine learningAbout 19 hours · every plan

The models data scientists use every day, how to test them honestly, and a first look at generative AI.

You’ll learn

  • Regression and predictive models
  • Naive Bayes, decision trees, random forests and XGBoost
  • SVM, KNN, k-means and PCA
  • Recommender systems
  • Reinforcement learning
  • Cross-validation, precision, recall and ROC
  • Messy data, outliers and unbalanced classes (SMOTE)
  • Machine learning on big data with Apache Spark
  • A/B testing
  • Transformers, the OpenAI API, RAG and agents

Tools

  • scikit-learn
  • XGBoost
  • Matplotlib
  • Seaborn
  • Apache Spark
  • Gym
  • TensorFlow
  • Keras
  • Hugging Face
  • OpenAI API
  • LangChain
  • RAGAS
  • MCP
6Deep learningAbout 65 hours · every plan

How neural networks really learn, built by hand in PyTorch, up to the attention mechanism inside every LLM.

You’ll learn

  • Gradient descent and how networks learn
  • Building networks in PyTorch
  • Overfitting, regularisation and dropout
  • Optimisers, losses and weight initialisation
  • Autoencoders
  • CNNs for images, and transfer learning
  • RNN, LSTM and GRU for sequences
  • GANs
  • Tokens, embeddings and attention
  • GPT-2, built step by step

Tools

  • PyTorch
  • Google Colab

The capstone library

Up to 25 capstones. Real problems, real brands.

After Module 6, you submit 5 capstones in 15 days to complete the program: all five on Go, any five of 10 on Plus, any five of 25 on Infinity. Five is the minimum, not the limit. On Plus and Infinity, build every capstone in your library, up to all 25, whenever you like. We recommend it: each one is another real project in your portfolio.

Plus: 10 capstones. Submit any 5, build all 10.

  • FlipkartEvery plan

    Festive-sale dashboard

    Sales, categories and returns across a big sale, in one Power BI report

    • Power BI
    • MySQL
  • ZomatoEvery plan

    Restaurant ratings across cities

    What makes a restaurant rate well, city by city and cuisine by cuisine

    • Excel
    • Power BI
  • Every plan

    Delivery-time analysis

    Where and when deliveries run late, and why

    • MySQL
    • pandas
  • PaytmEvery plan

    UPI payments analytics

    Who pays whom, when and how much, in SQL and a live dashboard

    • MySQL
    • Power BI
  • ZerodhaEvery plan

    Stock portfolio tracker

    Returns, risk and sector mix for a portfolio of NSE stocks

    • Python
    • Excel
  • OlaPlus · Infinity

    Ride-demand forecast

    Predict demand by zone and hour, so drivers are where riders will be

    • pandas
    • scikit-learn
  • AirtelPlus · Infinity

    Customer churn prediction

    Find who is about to leave, and the offer that keeps them

    • scikit-learn
    • XGBoost
  • PhonePePlus · Infinity

    UPI fraud detection

    Catch the rare fraudulent payment among millions of good ones

    • XGBoost
    • pandas
  • MyntraPlus · Infinity

    Fashion recommendations

    “You might also like”, built the way shopping apps build it

    • pandas
    • scikit-learn
  • Reserve Bank of IndiaPlus · Infinity

    Inflation forecast

    Forecast India’s consumer price inflation, month by month

    • statsmodels
    • Python
  • NykaaInfinity

    Review sentiment in Hindi and English

    Read thousands of beauty reviews and tell what customers feel

    • Hugging Face
    • PyTorch
  • AmazonInfinity

    Product-search ranker

    Rank the right products for what a shopper typed

    • PyTorch
    • Hugging Face
  • JioInfinity

    Customer-support assistant

    Answers plan and recharge questions from the help pages, with sources

    • LangChain
    • LlamaIndex
  • FlipkartInfinity

    Product image tagger

    Tag catalogue photos automatically with transfer learning

    • PyTorch
    • Google Colab
  • Infinity

    Stock price forecasting

    Forecast prices with deep learning, and test it honestly

    • PyTorch
    • pandas
  • UberInfinity

    Surge-price prediction

    Predict when and where prices surge

    • XGBoost
    • scikit-learn
  • SpotifyInfinity

    Music recommendations

    The next song a listener will love, from what they play

    • PyTorch
    • pandas
  • ZohoInfinity

    Invoice reader

    Read invoices and bills into clean data with document AI

    • PaddleOCR
    • OpenAI API
  • RazorpayInfinity

    Payment-failure prediction

    Spot the payments likely to fail before they do

    • XGBoost
    • MLflow
  • Government of IndiaInfinity

    Crop price forecast

    Mandi prices for farmers, forecast market by market

    • statsmodels
    • Streamlit
  • IMDbInfinity

    Movie recommender and box-office model

    What to watch next, and what a film will earn

    • scikit-learn
    • pandas
  • GoogleInfinity

    Speech to text in Indian languages

    Turn Hindi, Tamil and Bengali speech into text

    • Whisper
    • Hugging Face
  • Tech MahindraInfinity

    AI resume screener

    Match resumes to a job description with an LLM, and explain why

    • LangChain
    • OpenAI API
  • Booking.comInfinity

    Hotel price prediction

    What a room should cost, by city, season and rating

    • XGBoost
    • scikit-learn
  • MicrosoftInfinity

    “Talk to your data” agent

    Ask a sales database in plain English, get the query and the chart

    • LangGraph
    • MCP

  • A cheat sheet with every capstone

    The whole process, step by step, so you always know the next move.

What you’ll build

Up to 67 projects for your portfolio.

Your capstones (all 5 on Go, up to 10 on Plus, up to 25 on Infinity), plus 20 industry projects on Go, or 35 and a GenAI project on Plus. Infinity adds 3 AI Engineer Stack projects and 3 real client projects. Below: the projects and labs of Modules 7 to 10, each on a real organisation’s public data.

Your portfolio· Plus

Commits · last 26 weeks · an example

46projects
10capstones
3client projects
  • Module 7 · every plan

    Customer intent in English, Hindi and Tamil

    On Amazon’s MASSIVE data

  • Module 7 · every plan

    Receipt and report reader

    On IBM’s DocLayNet and NAVER Clova’s receipts

  • Module 7 · every plan

    Daily air-quality report for Indian cities

    On the Central Pollution Control Board’s data

  • Module 8 · Plus · Infinity

    Annual-report analyst

    On Infosys, Wipro, HDFC Bank and ICICI Bank’s SEC filings

    InfosysWiproHDFC BankICICI Bank

  • Module 8 lab · Plus · Infinity

    Tax-help assistant

    On the Income Tax Department’s Acts and FAQs

    Government of India

  • Module 9 · Infinity

    Development-research assistant

    On the World Bank’s reports and indicators

  • Module 10 · Infinity

    Customer-support agent for an online store

    On Bitext’s support data and Microsoft’s AdventureWorks

  • Module 10 · Infinity

    Data-science copilot

    On the Government of India’s open data

    Government of India

The tools

110+ tools, from Excel to AI agents.

Every one used in a lesson or a lab, not just named. Pick a plan above to see yours.

The core Modules 1 to 6 · every plan

  • Python
  • SQLite
  • Excel
  • Power Query
  • Power Pivot
  • DAX
  • Power BI
  • Jupyter
  • NumPy
  • pandas
  • Matplotlib
  • Seaborn
  • statsmodels
  • MySQL
  • MySQL Workbench
  • Tableau
  • scikit-learn
  • XGBoost
  • Apache Spark
  • Gym
  • TensorFlow
  • Keras
  • PyTorch
  • Google Colab
  • Hugging Face
  • OpenAI API
  • LangChain
  • RAGAS
  • MCP

Modern AI Module 7 · every plan

  • Transformers
  • Ollama
  • LM Studio
  • llama.cpp
  • Llama
  • Qwen
  • Gemma
  • Mistral
  • DeepSeek
  • Sarvam AI
  • AI4Bharat
  • Ultralytics YOLO
  • Segment Anything
  • PaddleOCR
  • Docling
  • Whisper
  • ElevenLabs
  • CLIP
  • Stable Diffusion
  • FLUX
  • GitHub Copilot
  • Cursor
  • Claude Code
  • Copilot in Excel
  • n8n

GenAI & LLMs Module 8 · Plus · Infinity

  • Anthropic Claude
  • Google Gemini
  • LiteLLM
  • OpenRouter
  • Pydantic
  • Instructor
  • DSPy
  • promptfoo
  • DeepEval
  • Guardrails AI
  • Llama Guard
  • FAISS
  • Chroma
  • pgvector
  • Qdrant
  • Pinecone
  • LlamaIndex
  • Streamlit
  • Gradio
  • Chainlit
  • FastAPI
  • OpenAI Agents SDK
  • Claude Agent SDK
  • Azure AI Foundry

LLMOps, cloud and agents Modules 9 and 10 · Infinity

  • Unstructured
  • LlamaParse
  • Cohere Rerank
  • BGE
  • Neo4j
  • GraphRAG
  • PEFT
  • TRL
  • Unsloth
  • bitsandbytes
  • vLLM
  • Docker
  • Kubernetes
  • Redis
  • Langfuse
  • LangSmith
  • Arize Phoenix
  • OpenTelemetry
  • MLflow
  • Weights & Biases
  • GitHub Actions
  • AWS Bedrock
  • Google Vertex AI
  • Databricks
  • Microsoft Presidio
  • NeMo Guardrails
  • MCP SDK
  • A2A
  • Mem0
  • LangGraph
  • CrewAI
  • Microsoft Agent Framework
  • Google ADK
  • Pydantic AI
  • smolagents
  • Playwright
  • LiveKit Agents
  • Bedrock AgentCore
  • Vertex AI Agent Engine

Certificates

Up to 10 certifications worth about ₹1,04,000, included.

From Microsoft, AWS, Google Cloud, Databricks and NVIDIA, each issued and verified by the company itself: 1 on Go, 3 on Plus, all 10 on Infinity. Your free exams come once you complete the program, with our help to clear every exam, and our own verified certificate is on every plan.

3 certifications on Plus, worth about ₹13,400

Sample certificate: Power BI Data Analyst
Power BI Data AnalystIssued and verified by Microsoft, on Microsoft LearnSample
  • Microsoft4 certifications
  • Skillcept OnlineOur certificate
  • AWS2 certifications
  • Google Cloud1 certification
  • Databricks2 certifications
  • NVIDIA1 certification

How you learn

Your pace, with help a message away.

The learning platform

Short video lessons, notes and a lab every week, opening one after another as you finish. Lifetime access to the core modules.

The Hub’s Today screen: your next lesson, this week’s hours and your path to placement-ready

Prism, your AI doubt helper

Our AI assistant for your doubts, any time of day, on Go and Infinity, alongside your plan’s human support.

Prism answering a doubt from the learner’s own lesson, with the lesson and notebook it used

Doubt support, by plan

  • Go Support portal + Prism, the AI doubt helper
  • Plus A mentor answers in the support portal; a 20-min mentor call if a doubt waits over 48 hours (up to 4 a month)
  • Infinity Live in your weekend classes + Prism, the AI doubt helper
Your doubts in the Hub: answered by Prism, by a mentor in the support portal, or live in class

Live weekends on Infinity

Saturday and Sunday, 11 AM to 2 PM IST, at most 75 in a batch, with live mentors. Pause once for up to a year while you’re doing the core. Watch a class

A live weekend class in the Hub: the mentor’s screen, the class and the same-day recording

Your finish date

When will you be placement-ready?

Choose your plan to see your date: 6 months on Go and Plus, 9 to 10 months on Infinity.

When will I be placement-ready?

Plan

JAN8

Infinity: from your batch start9 to 10 months

Today9 to 10 monthsReady

Every week you wait moves this date a week.

January 2027Placement-ready

Success stories

The same modules. Real jobs.

Real learners of the Job Guarantee Program, with written consent: where they started, the job they got and how long it took.

Rated 4.8 out of 5 on Google, from 150+ ratings, and 1,000+ five-star reviews on our Facebook page.

Read every story

Completing the program

Three steps that unlock everything.

Complete the 6 core modules and 5 capstones in 15 days (on Infinity, also 75% of the core’s live classes), pass the competency test and sign within 30 days. Your registration comes back in full, GST included, and these unlock:

  • Interviews assured: 30, 100 or unlimited
  • Resume, LinkedIn and GitHub help
  • Mock interviews and your career counsellor
  • The ₹0 promise if you’re not placed
Your registration refund· Infinity
Complete the core, capstones and live classes5 capstones in 15 days · 75% attendance
Live weekends
Pass the competency testProves you’re placement-ready
After the core
Sign the agreementWithin 30 days of passing
Day you sign
Your accountBack to you, GST included

Refund received

₹19,999

₹19,999 credited

Registration refund (₹16,948 + ₹3,051 GST) from Skillcept Online.

just now
Day you signWithin 15 working days

Questions

Can I really do this?

Still unsure? Ask Prism, our AI assistant. It answers any time from the terms, and a person from our team takes over when you ask, 10 AM to 7 PM IST, every day. No sales calls.

Questions? Ask Prism Instant AI answers, any time

I can’t code. Can I do this?

Yes. Module 1 starts from zero: Python fundamentals, logic and files, with practice after every lesson. There’s no CGPA cut-off and no degree filter: anyone aged 18 to 55 with Class 12 can join.

  • Starts from zero
  • Your pace, your date

How many hours a week do I need?

About 10 hours a week. Go and Plus take 6 months to placement-ready. Infinity is live on weekends, 11 AM to 2 PM IST, and takes 9 to 10 months. Every plan gives you 12 months to complete.

  • Go and Plus: 6 months
  • Infinity: 9 to 10 months

How much maths do I need?

School maths is enough to start. Module 2 teaches the probability and statistics data science uses, through examples, and Module 6 explains how neural networks learn step by step.

  • Taught when needed
  • No maths degree required

Which plan fits my goal?

Go suits a Data Analyst role, with ₹6 LPA minimum salary assured, and includes Modern AI. Plus suits a bigger Data Scientist role, with ₹9 LPA or your salary + 35%, whichever is higher, and adds GenAI & LLMs. Infinity suits the biggest AI/ML Engineer roles, with ₹12 LPA or your salary + 85%, whichever is higher, live weekend classes and the full AI Engineer Stack. Compare them side by side.

  • Go: Modules 1 to 7
  • Plus: + GenAI
  • Infinity: all 10, live

What computer do I need?

You can watch lessons on a phone, but practice, projects and the competency test need a laptop or desktop and an internet connection good enough for video and coding. The heavier AI labs run in the cloud, so you don’t need a gaming GPU.

  • Lessons on your phone
  • Practice on a laptop

What if I fall behind?

Go and Plus are self-paced, so you set the speed within your 12 months. On Infinity you can pause once, for up to a year, while you’re doing the core modules, then rejoin a later batch at the same point.

  • 12 months to complete
  • Pause & Play on Infinity
Did this answer it?

Start from your first line of code today.

Data Science & AI Job Guarantee Program. Not placed after completing the program? You pay ₹0.

Rated 4.8 out of 5 on Google, from 150+ ratings, and 1,000+ five-star reviews on our Facebook page.

Plus: your total if hired ₹71,991, and your registration comes back in full, GST included.

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