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๐Ÿ“˜ Detailed Curriculum

Data Science & AI/ML โ€” Detailed Curriculum

450+ hours of intensive practical training. Python, SQL, advanced ML, Deep Learning, NLP and MLOps โ€” taught and supervised by Data Scientists from Netflix, Nvidia, Deloitte and EY.

9 Months
100% Online Live
Beginner to Job-Ready
927+ Hiring Partners
32+ Weeks ยท 13 Modules
0+

Students Placed

0+

Hiring Partners

0.0 LPA

Highest Salary

0%

Average Salary Hike

Program Highlights

Why this program works

Live Learning

Faculty-led live sessions for Python, ML and Deep Learning with TA-supported lab projects.

Dedicated Career Services

Resume crafting, profile enhancement, mock interviews and 1:1 career counselling.

Job-focused Curriculum

Strong DSA foundation plus Python, SQL, scikit-learn, TensorFlow, PyTorch, MLFlow and Hugging Face.

Hackathons & Kaggle Challenges

Real-world data competitions and hackathons that boost your portfolio.

Assured Interview Opportunities

Access to 500+ global hiring partners with placements at Nvidia, Netflix, EY, Deloitte and more.

1,437 Students Placed

Trusted track record across Data Analyst, Data Scientist, ML Engineer and AI Engineer roles.

Top Job Roles

Roles you'll be ready for

Data Scientistโ‚น8+
AI Engineerโ‚น10+
Data Analystโ‚น5+
ML Engineerโ‚น9+
Business Analystโ‚น6+
Research Engineerโ‚น12+
MLOps Engineerโ‚น10+
NLP Engineerโ‚น10+
Computer Vision Engineerโ‚น10+

Hover any role to see expected CTC range. Figures based on recent Skillians placement data across Tier-1 hiring partners.

Detailed Curriculum

Week by week, module by module

13 modules ยท 32+ weeks ยท 450+ hours of hands-on training.

Fundamentals

Master Python syntax, data types and core libraries used across data science. Loops, conditionals, OOP and clean coding.

LoopsConditionalsArraysObjectsStringsLibrariesOOP
Python

Build problem-solving logic with math, recursion and implementation problems. Time & space complexity analysis.

Logical BuildingRecursionCollectionsSpace & Time Complexity
Python
DSA

Problem-solving patterns in arrays and strings โ€” essential for data and engineering interviews.

MatrixTwo PointersSliding WindowPrefix SumSortingBinary Search
DSA
Compiler

Trees, BSTs, graphs (BFS/DFS), shortest paths and dynamic programming โ€” interview-grade fluency.

BSTBFSDFSShortest PathDP MemoizationDP Tabulation
DSA

Data Stack & Analytics

Vectorised computation with NumPy. Pandas dataframes โ€” cleaning, joining, reshaping and feature engineering on real datasets.

NumPyPandasDataFramesCleaningJoinsFeature Engineering
Python
NumPy
Pandas

Apply statistics, data visualisation and SQL for effective data analysis and pattern recognition. Joins, window functions and aggregations.

SQLWindow FunctionsStatisticsHypothesis TestingEDAVisualization
SQL
Python

Build executive-grade dashboards. Connect to live data, design visual narratives and publish reports.

TableauPower BIDashboardsStorytelling
SQL

Machine Learning & AI

Foundational concepts and techniques in Machine Learning โ€” supervised learning with regression and classification.

Supervised LearningRegressionClassificationscikit-learnCross-validation
Python

Advanced ML for prediction at scale. Ensembles, boosting, hyperparameter tuning and rigorous model evaluation.

Random ForestXGBoostLightGBMHyperparameter TuningModel Evaluation
Python

Detailed exploration of Deep Learning, Neural Networks and their applications. CNNs and RNNs in practice.

Neural NetworksCNNsRNNsTensorFlowPyTorch
TensorFlow
PyTorch

How machines understand and interpret human language โ€” tokenization, embeddings, transformers and modern LLM workflows.

TokenizationEmbeddingsTransformersLLMsHugging Face
PyTorch
OpenAI
Meta AI

Advanced Topics & Projects

MLFlow, best Python practices and MLOps in computer vision and NLP contexts. CI/CD pipelines, deployment and monitoring.

MLFlowCI/CD for MLDockerModel DeploymentMonitoring
Python
Google AI

Designing and building an end-to-end AI/ML product โ€” planning, modelling, deployment and showcasing.

ArchitectureModellingDeploymentShowcase
Capstone
Learning Path

Your 9-Month Journey

A meticulously sequenced roadmap from absolute beginner to job-ready Data Scientist or AI Engineer.

  • Month 1

    Basics of Programming

    Variables, control flow, OOP and clean coding across the three most-used industry languages.

    Tech you'll use

    Python
    C++
    Java
  • Month 2

    Starting with DSA

    Problem-solving fundamentals โ€” arrays, strings, hashing and recursion.

    Tech you'll use

    DSA
    Compiler
  • Month 3

    Covering Basic DSA

    Linked lists, trees, stacks, queues and core algorithmic patterns.

    100+ problems solved

    Tech you'll use

    DSA
    Compiler
  • Months 4โ€“5

    Going Pro at DSA

    Graphs, DP, greedy and advanced patterns โ€” interview-level command.

    250+ problems solved

    Tech you'll use

    DSA
    Compiler
  • Month 5

    Python for Data Science

    NumPy and Pandas โ€” vectorised computation, dataframes, cleaning and EDA.

    Tech you'll use

    Python
    NumPy
    Pandas
  • Month 6

    SQL & Analytics

    Joins, window functions, aggregations and real-world analytics on large datasets.

    +1 analytics project

    Tech you'll use

    SQL
  • Months 7โ€“8โ€“9

    Complete AI, ML & DL

    Supervised, unsupervised, deep learning and modern GenAI stacks from leading labs.

    2 projects shipped

    Tech you'll use

    TensorFlow
    PyTorch
    OpenAI
    Google AI
    Meta AI
  • Month 9

    Capstone Project

    An end-to-end ML/AI product โ€” modelled, deployed and ready to showcase at any interview.

    Interview-ready build

    Tech you'll use

    Capstone
Languages, Tools & Frameworks

The full tech stack you'll master

30+ industry tools across programming, analytics, ML, deep learning, GenAI and MLOps.

Programming & DSA

Python
Java
C++
DSA

Data & Analytics

NumPy
Pandas
SQL
Tableau
Power BI

Machine Learning & Deep Learning

TensorFlow
PyTorch
HuggingFace
MLflow

Generative AI & LLMs

OpenAI
Anthropic
Claude
Gemini
LLaMA
Meta AI
Google AI

RAG, Vector DBs & Agents

LangChain
LlamaIndex
Pinecone
FAISS
Chroma

MLOps & Deployment

FastAPI
Docker
GitHub Actions
Streamlit
Gradio
Industry-Specific Projects

Build models that recruiters love

10 portfolio-grade projects across ML, DL, NLP, CV and Generative AI.

Industry Projects

Industry Project

End-to-end Sales Forecasting

Forecast sales using time-series ML on real retail data, with full EDA and model evaluation.

PythonPandasscikit-learnTableau

Industry Project

Customer Churn Prediction

Predict churn for telecom/SaaS users using classification, feature engineering and EDA.

Pythonscikit-learnPower BI

Industry Project

Credit Risk Scoring Model

Score loan applicants with explainable ML โ€” handling imbalanced data and bias.

PythonXGBoostSHAP

Industry Project

Recommender System

Movie / product recommender using collaborative + content-based filtering.

PythonPandasscikit-learn

Advanced Projects

Advanced Project

Image Classification with CNNs

Train and deploy a CNN classifier on real image datasets with data augmentation.

PythonTensorFlowKeras

Advanced Project

NLP Sentiment Analyzer

Sentiment classification on social-media text with transformer-based models.

PythonHugging FacePyTorch

Advanced Project

LLM-powered RAG Assistant

Retrieval-augmented chatbot over your own document corpus with vector search.

PythonLangChainOpenAIPinecone

Advanced Project

Computer Vision โ€” Object Detection

Detect and track objects in real-world video using state-of-the-art CV models.

PythonPyTorchYOLO

Advanced Project

MLOps Capstone โ€” Production Pipeline

Deploy a production model with MLFlow, CI/CD and monitoring on AWS.

MLFlowDockerGitHub ActionsAWS

Advanced Project

Generative AI โ€” Image Generation

Train and fine-tune a diffusion model for prompt-conditioned image generation.

PythonPyTorchDiffusers
Grow with Skillians

End-to-end career support

Beyond classroom โ€” guidance from day one to your first day at work.

Resume Building

Redesign your resume with professional help and highlight your strengths in the best possible way.

Profile Enhancement

We build a robust portfolio so your profile catches the eye of prospective employers.

Interview Prep

We've analysed the most-asked interview questions and built a training module with mock interviews.

Career Mentoring

Resolve all your career-related queries in a 1:1 session with an industry expert.

FAQ

Questions, answered

No. We start from absolute Python basics and build up to advanced ML, DL and Generative AI. About 40% of our learners come from non-CS backgrounds.

Yes. You start paying only after you're placed in a job above the agreed CTC threshold. Zero upfront tuition.

Product giants like Google, Microsoft, Amazon, Meta and Adobe; data-first companies like Razorpay, PhonePe, Swiggy, Flipkart and Cred; and consulting majors like Deloitte, EY and Accenture.

100% online, live, faculty-led with TA support. Recordings, doubt-solving, weekly assignments and code reviews are all included.

Data Scientist, ML Engineer, Data Analyst, AI Engineer, NLP Engineer, Computer Vision Engineer and MLOps Engineer.

โ‚น47.6 LPA (Apple). Our average hike is 52% with strong outcomes across Tier-1 product and consulting firms.

Refer & Earn

Earn 10,000 for every friend who enrolls.

Refer someone to a Skillians course โ€” when they enroll, the reward is yours.

Ready to start?

Pay After Placement

Reserve your seat. Talk to admissions today and start building your career as a Data Scientist or AI Engineer.

1,437 placed ยท 927+ hiring partners ยท Highest CTC โ‚น47.6 LPA (Apple)