Day 1 — Python Essentials
Watch · Part 1 — Python Essentials
Watch · Part 2 — Python Essentials
Lab — Practice, Challenge & Check
Day 2 — NumPy Basics
Watch · Part 1 — NumPy Basics
Watch · Part 2 — NumPy Basics
Lab — Practice, Challenge & Check
Day 3 — Pandas Essentials
Watch · Part 1 — Pandas Essentials
Watch · Part 2 — Pandas Essentials
Lab — Practice, Challenge & Check
Day 4 — Data Visualization
Watch · Part 1 — Data Visualization
Watch · Part 2 — Data Visualization
Lab — Practice, Challenge & Check
Day 5 — Calculus for ML
Watch · Part 1 — Calculus for ML
Watch · Part 2 — Calculus for ML
Lab — Practice, Challenge & Check
Day 6 — Statistics Fundamentals
Watch · Part 1 — Statistics Fundamentals
Watch · Part 2 — Statistics Fundamentals
Lab — Practice, Challenge & Check
Day 7 — Linear Algebra
Watch · Part 1 — Linear Algebra
Watch · Part 2 — Linear Algebra
Lab — Practice, Challenge & Check
Day 8 — Logistic Regression
Watch · Part 1 — Logistic Regression
Watch · Part 2 — Logistic Regression
Lab — Practice, Challenge & Check
Day 9 — Evaluation Metrics
Watch · Part 1 — Evaluation Metrics
Watch · Part 2 — Evaluation Metrics
Lab — Practice, Challenge & Check
Day 10 — Feature Engineering
Watch · Part 1 — Feature Engineering
Watch · Part 2 — Feature Engineering
Lab — Practice, Challenge & Check
Day 11 — Cross-Validation
Watch · Part 1 — Cross-Validation
Watch · Part 2 — Cross-Validation
Lab — Practice, Challenge & Check
Day 12 — Ensemble Methods
Watch · Part 1 — Ensemble Methods
Watch · Part 2 — Ensemble Methods
Lab — Practice, Challenge & Check
Day 13 — Support Vector Machines
Watch · Part 1 — Support Vector Machines
Watch · Part 2 — Support Vector Machines
Lab — Practice, Challenge & Check
Day 14 — Clustering Algorithms
Watch · Part 1 — Clustering Algorithms
Watch · Part 2 — Clustering Algorithms
Lab — Practice, Challenge & Check
Day 15 — Principal Component Analysis
Watch · Part 1 — Principal Component Analysis
Watch · Part 2 — Principal Component Analysis
Lab — Practice, Challenge & Check
Day 16 — Anomaly Detection
Watch · Part 1 — Anomaly Detection
Watch · Part 2 — Anomaly Detection
Lab — Practice, Challenge & Check
Day 17 — SMOTE & Imbalanced Data
Watch · Part 1 — SMOTE & Imbalanced Data
Watch · Part 2 — SMOTE & Imbalanced Data
Lab — Practice, Challenge & Check
Day 18 — Time Series Basics
Watch · Part 1 — Time Series Basics
Watch · Part 2 — Time Series Basics
Lab — Practice, Challenge & Check
Day 19 — Neural Networks Intro
Watch · Part 1 — Neural Networks Intro
Watch · Part 2 — Neural Networks Intro
Lab — Practice, Challenge & Check
Day 20 — Convolutional Neural Networks
Watch · Part 1 — Convolutional Neural Networks
Watch · Part 2 — Convolutional Neural Networks
Lab — Practice, Challenge & Check
Day 21 — Recurrent Neural Networks
Watch · Part 1 — Recurrent Neural Networks
Watch · Part 2 — Recurrent Neural Networks
Lab — Practice, Challenge & Check
Day 22 — LSTM & Sequences
Watch · Part 1 — LSTM & Sequences
Watch · Part 2 — LSTM & Sequences
Lab — Practice, Challenge & Check
Day 23 — Transfer Learning
Watch · Part 1 — Transfer Learning
Watch · Part 2 — Transfer Learning
Lab — Practice, Challenge & Check
Day 24 — Transformers Basics
Watch · Part 1 — Transformers Basics
Watch · Part 2 — Transformers Basics
Lab — Practice, Challenge & Check
Day 25 — BERT & Fine-tuning
Watch · Part 1 — BERT & Fine-tuning
Watch · Part 2 — BERT & Fine-tuning
Lab — Practice, Challenge & Check
Day 26 — Word Embeddings
Watch · Part 1 — Word Embeddings
Watch · Part 2 — Word Embeddings
Lab — Practice, Challenge & Check
Day 27 — Sentiment Analysis
Watch · Part 1 — Sentiment Analysis
Watch · Part 2 — Sentiment Analysis
Lab — Practice, Challenge & Check
Day 28 — Text Generation
Watch · Part 1 — Text Generation
Watch · Part 2 — Text Generation
Lab — Practice, Challenge & Check
Day 29 — RAG & Vector Stores
Watch · Part 1 — RAG & Vector Stores
Watch · Part 2 — RAG & Vector Stores
Lab — Practice, Challenge & Check
Day 30 — MLflow Basics
Watch · Part 1 — MLflow Basics
Watch · Part 2 — MLflow Basics
Lab — Practice, Challenge & Check
Day 31 — Model Monitoring
Watch · Part 1 — Model Monitoring
Watch · Part 2 — Model Monitoring
Lab — Practice, Challenge & Check
Day 32 — Data Drift Detection
Watch · Part 1 — Data Drift Detection
Watch · Part 2 — Data Drift Detection
Lab — Practice, Challenge & Check
Day 33 — A/B Testing
Watch · Part 1 — A/B Testing
Watch · Part 2 — A/B Testing
Lab — Practice, Challenge & Check
Day 34 — FastAPI Deployment
Watch · Part 1 — FastAPI Deployment
Watch · Part 2 — FastAPI Deployment
Lab — Practice, Challenge & Check
Day 35 — Docker Containerization
Watch · Part 1 — Docker Containerization
Watch · Part 2 — Docker Containerization
Lab — Practice, Challenge & Check
Day 36 — Kubernetes Basics
Watch · Part 1 — Kubernetes Basics
Watch · Part 2 — Kubernetes Basics
Lab — Practice, Challenge & Check
Day 37 — CI/CD Pipelines
Watch · Part 1 — CI/CD Pipelines
Watch · Part 2 — CI/CD Pipelines
Lab — Practice, Challenge & Check
Day 38 — Model Registry
Watch · Part 1 — Model Registry
Watch · Part 2 — Model Registry
Lab — Practice, Challenge & Check
Day 39 — Production Optimization
Watch · Part 1 — Production Optimization
Watch · Part 2 — Production Optimization
Lab — Practice, Challenge & Check
Day 40 — Logging & Debugging
Watch · Part 1 — Logging & Debugging
Watch · Part 2 — Logging & Debugging
Lab — Practice, Challenge & Check
Day 41 — MLOps Best Practices
Watch · Part 1 — MLOps Best Practices
Watch · Part 2 — MLOps Best Practices
Lab — Practice, Challenge & Check
Day 42 — Capstone Project 1
Watch · Part 1 — Capstone Project 1
Watch · Part 2 — Capstone Project 1
Lab — Practice, Challenge & Check
Day 43 — Capstone Project 2
Watch · Part 1 — Capstone Project 2
Watch · Part 2 — Capstone Project 2
Lab — Practice, Challenge & Check
Day 44 — Capstone Project 3
Watch · Part 1 — Capstone Project 3
Watch · Part 2 — Capstone Project 3
Lab — Practice, Challenge & Check
Day 45 — Capstone Project 4
Watch · Part 1 — Capstone Project 4
Watch · Part 2 — Capstone Project 4
Lab — Practice, Challenge & Check
Day 46 — Capstone Project 5
Watch · Part 1 — Capstone Project 5
Watch · Part 2 — Capstone Project 5
Lab — Practice, Challenge & Check
Day 47 — Capstone Project 6
Watch · Part 1 — Capstone Project 6
Watch · Part 2 — Capstone Project 6
Lab — Practice, Challenge & Check
Day 48 — Capstone Project 7
Watch · Part 1 — Capstone Project 7
Watch · Part 2 — Capstone Project 7
Lab — Practice, Challenge & Check
Project — Capstone Assignments
Capstone 01 Creditiq
Capstone 02 Fraudshield
Capstone 03 Churnguard
Capstone 04 Stocksense
Capstone 05 Mediclaim
Capstone 06 Machinepulse
Capstone 07 Visionqc
