Day 1 — Python Basics & Environment
Watch · Part 1 — Python Basics & Environment
Watch · Part 2 — Python Basics & Environment
Lab — Practice, Challenge & Check
Day 2 — NumPy & Pandas Fundamentals
Watch · Part 1 — NumPy & Pandas Fundamentals
Watch · Part 2 — NumPy & Pandas Fundamentals
Lab — Practice, Challenge & Check
Day 3 — Data Cleaning & EDA
Watch · Part 1 — Data Cleaning & EDA
Watch · Part 2 — Data Cleaning & EDA
Lab — Practice, Challenge & Check
Day 4 — Visualisation: Matplotlib & Seaborn
Watch · Part 1 — Visualisation: Matplotlib & Seaborn
Watch · Part 2 — Visualisation: Matplotlib & Seaborn
Lab — Practice, Challenge & Check
Day 5 — Statistics for Data Science
Watch · Part 1 — Statistics for Data Science
Watch · Part 2 — Statistics for Data Science
Lab — Practice, Challenge & Check
Day 6 — Feature Engineering
Watch · Part 1 — Feature Engineering
Watch · Part 2 — Feature Engineering
Lab — Practice, Challenge & Check
Day 7 — Supervised Learning: Regression
Watch · Part 1 — Supervised Learning: Regression
Watch · Part 2 — Supervised Learning: Regression
Lab — Practice, Challenge & Check
Day 8 — Supervised Learning: Classification
Watch · Part 1 — Supervised Learning: Classification
Watch · Part 2 — Supervised Learning: Classification
Lab — Practice, Challenge & Check
Day 9 — Unsupervised Learning: Clustering
Watch · Part 1 — Unsupervised Learning: Clustering
Watch · Part 2 — Unsupervised Learning: Clustering
Lab — Practice, Challenge & Check
Day 10 — Model Evaluation & Metrics
Watch · Part 1 — Model Evaluation & Metrics
Watch · Part 2 — Model Evaluation & Metrics
Lab — Practice, Challenge & Check
Day 11 — Random Forests & Ensemble Methods
Watch · Part 1 — Random Forests & Ensemble Methods
Watch · Part 2 — Random Forests & Ensemble Methods
Lab — Practice, Challenge & Check
Day 12 — Neural Network Basics
Watch · Part 1 — Neural Network Basics
Watch · Part 2 — Neural Network Basics
Lab — Practice, Challenge & Check
Day 13 — Deep Learning Foundations
Watch · Part 1 — Deep Learning Foundations
Watch · Part 2 — Deep Learning Foundations
Lab — Practice, Challenge & Check
Day 14 — NLP Fundamentals
Watch · Part 1 — NLP Fundamentals
Watch · Part 2 — NLP Fundamentals
Lab — Practice, Challenge & Check
Day 15 — Time Series Analysis
Watch · Part 1 — Time Series Analysis
Watch · Part 2 — Time Series Analysis
Lab — Practice, Challenge & Check
Day 16 — SQL for Data Science
Watch · Part 1 — SQL for Data Science
Watch · Part 2 — SQL for Data Science
Lab — Practice, Challenge & Check
Day 17 — Big Data Analytics (Spark)
Watch · Part 1 — Big Data Analytics (Spark)
Watch · Part 2 — Big Data Analytics (Spark)
Lab — Practice, Challenge & Check
Day 18 — Deployment with Flask
Watch · Part 1 — Deployment with Flask
Watch · Part 2 — Deployment with Flask
Lab — Practice, Challenge & Check
Day 19 — Capstone Phase 1 – Planning
Watch — Capstone Phase 1 – Planning
Day 20 — Capstone Phase 2 – Building
Watch — Capstone Phase 2 – Building
Day 21 — Capstone Phase 3 – Deploying
Watch — Capstone Phase 3 – Deploying
Day 22 — Revision & Practice – Supervised Learning
Watch — Revision & Practice – Supervised Learning
Day 23 — Revision & Practice – Unsupervised Learning
Watch — Revision & Practice – Unsupervised Learning
Day 24 — Career – Portfolio Building
Watch — Career – Portfolio Building
Day 25 — Career – Interviews & Case Studies
Watch — Career – Interviews & Case Studies
Day 26 — Career – MLOps Basics
Watch — Career – MLOps Basics
Day 27 — Career – Industry Applications
Watch — Career – Industry Applications
Day 28 — Project – Plan Your Project
Watch — Project – Plan Your Project
Day 29 — Project – Build Your Project
Watch — Project – Build Your Project
Day 30 — Time Series Analysis
Watch — Time Series Analysis
Day 30 — Project – Test & Deploy
Watch — Project – Test & Deploy
Project — Choose, Build on Colab & Submit
Project Guide — How to do your project
Choose your project — 10 options + briefs & hints
