Phase 1 — Math Foundations & Python for AI (Days 1–7)
Day 1Linear Algebra for Machine Learning
Day 2Calculus & Optimisation for Deep Learning
Day 3Probability & Statistics for ML
Day 4Advanced Python & NumPy for AI
Day 5Data Manipulation with Pandas
Day 6Data Visualisation for ML
Day 7Week 1 Integration — Data Science Project
Phase 2 — Classical Machine Learning (Days 8–14)
Day 8ML Fundamentals & Theory
Day 9Linear Models — Theory & Implementation
Day 10Tree-Based Methods
Day 11Support Vector Machines & Kernels
Day 12Instance-Based & Probabilistic Learning
Day 13Ensemble Methods & Boosting
Day 14Week 2 Integration — ML Competition Project
Phase 3 — Deep Learning Foundations (Days 15–21)
Day 15Neural Networks — Mathematics & Theory
Day 16Optimisation Algorithms for Deep Learning
Day 17PyTorch Fundamentals & Deep Dive
Day 18TensorFlow & Keras Deep Dive
Day 19Regularisation & Generalisation
Day 20Training Deep Networks — Advanced Techniques
Day 21Week 3 Integration — Deep Learning Project
Phase 4 — CNNs & Computer Vision (Days 22–32)
Day 22CNN Fundamentals & Mathematics
Day 23Classic CNN Architectures
Day 24ResNet, DenseNet & Skip Connections
Day 25Efficient Architectures & Mobile CNNs
Day 26Vision Transformers & Attention
Day 27Object Detection — Two-Stage Detectors
Day 28Object Detection — One-Stage Detectors
Day 29Image Segmentation
Day 30Advanced Computer Vision Techniques
Day 31CV Integration Project — Day 1
Day 32CV Integration Project — Day 2
Phase 5 — NLP & Transformers (Days 33–44)
Day 33NLP Foundations & Text Processing
Day 34Word Embeddings & Distributed Representations
Day 35Recurrent Neural Networks for NLP
Day 36Transformer Architecture Deep Dive
Day 37BERT & Encoder-Only Transformers
Day 38GPT & Decoder-Only Transformers
Day 39T5 & Encoder-Decoder Transformers
Day 40Hugging Face Transformers Library
Day 41Advanced NLP Tasks
Day 42LLMs & Instruction Tuning
Day 43NLP Integration Project — Day 1
Day 44NLP Integration Project — Day 2
Phase 6 — Production ML & Capstone (Days 45–48)
Day 45Model Optimisation & Compression
Day 46Model Deployment & Serving
Day 47MLOps & Production Pipeline
Day 48Final Capstone Project
