Day 1 — Advanced Neural Network Architectures
Watch — Advanced Neural Network Architectures
Lab — Practice, Challenge & Quiz
Day 2 — Attention Mechanisms
Watch — Attention Mechanisms
Lab — Practice, Challenge & Quiz
Day 3 — The Full Transformer Architecture
Watch — The Full Transformer Architecture
Lab — Practice, Challenge & Quiz
Day 4 — Pretrained Models & Transfer Learning
Watch — Pretrained Models & Transfer Learning
Lab — Practice, Challenge & Quiz
Day 5 — Fine-tuning Large Language Models
Watch — Fine-tuning Large Language Models
Lab — Practice, Challenge & Quiz
Day 6 — Prompt Engineering & In-Context Learning
Watch — Prompt Engineering & In-Context Learning
Lab — Practice, Challenge & Quiz
Day 7 — Embeddings & Semantic Search
Watch — Embeddings & Semantic Search
Lab — Practice, Challenge & Quiz
Day 8 — Retrieval-Augmented Generation
Watch — Retrieval-Augmented Generation
Lab — Practice, Challenge & Quiz
Day 9 — Building Real LLM Applications
Watch — Building Real LLM Applications
Lab — Practice, Challenge & Quiz
Day 10 — LLM Evaluation
Watch — LLM Evaluation
Lab — Practice, Challenge & Quiz
Day 11 — Object Detection
Watch — Object Detection
Lab — Practice, Challenge & Quiz
Day 12 — Image Segmentation
Watch — Image Segmentation
Lab — Practice, Challenge & Quiz
Day 13 — Generative Adversarial Networks
Watch — Generative Adversarial Networks
Lab — Practice, Challenge & Quiz
Day 14 — Variational Autoencoders
Watch — Variational Autoencoders
Lab — Practice, Challenge & Quiz
Day 15 — Diffusion Models
Watch — Diffusion Models
Lab — Practice, Challenge & Quiz
Day 16 — Vision Transformers
Watch — Vision Transformers
Lab — Practice, Challenge & Quiz
Day 17 — Multi-modal Models
Watch — Multi-modal Models
Lab — Practice, Challenge & Quiz
Day 18 — Audio & Speech Models
Watch — Audio & Speech Models
Lab — Practice, Challenge & Quiz
Day 19 — Data Augmentation
Watch — Data Augmentation
Lab — Practice, Challenge & Quiz
Day 20 — Model Compression
Watch — Model Compression
Lab — Practice, Challenge & Quiz
Day 21 — Containerization for ML
Watch — Containerization for ML
Lab — Practice, Challenge & Quiz
Day 22 — Cloud ML Deployment
Watch — Cloud ML Deployment
Lab — Practice, Challenge & Quiz
Day 23 — Scaled Serving
Watch — Scaled Serving
Lab — Practice, Challenge & Quiz
Day 24 — CI/CD for ML
Watch — CI/CD for ML
Lab — Practice, Challenge & Quiz
Day 25 — Feature Stores
Watch — Feature Stores
Lab — Practice, Challenge & Quiz
Day 26 — Distributed Training
Watch — Distributed Training
Lab — Practice, Challenge & Quiz
Day 27 — Spark for ML
Watch — Spark for ML
Lab — Practice, Challenge & Quiz
Day 28 — Observability for ML
Watch — Observability for ML
Lab — Practice, Challenge & Quiz
Day 29 — System Design for ML
Watch — System Design for ML
Lab — Practice, Challenge & Quiz
Day 30 — Adversarial Robustness
Watch — Adversarial Robustness
Lab — Practice, Challenge & Quiz
Day 31 — Reinforcement Learning
Watch — Reinforcement Learning
Lab — Practice, Challenge & Quiz
Day 32 — Graph Neural Networks
Watch — Graph Neural Networks
Lab — Practice, Challenge & Quiz
Day 33 — Bayesian Methods
Watch — Bayesian Methods
Lab — Practice, Challenge & Quiz
Day 34 — Causal Inference
Watch — Causal Inference
Lab — Practice, Challenge & Quiz
Day 35 — Multi-Armed Bandits
Watch — Multi-Armed Bandits
Lab — Practice, Challenge & Quiz
Day 36 — Capstone: Fraud Detection End-to-End
Watch — Capstone: Fraud Detection End-to-End
Lab — Practice, Challenge & Quiz
Day 37 — Capstone: Churn Prediction & Retention
Watch — Capstone: Churn Prediction & Retention
Lab — Practice, Challenge & Quiz
Day 38 — Capstone: Demand Forecasting & Inventory
Watch — Capstone: Demand Forecasting & Inventory
Lab — Practice, Challenge & Quiz
Day 39 — Capstone: Dynamic Pricing Optimization
Watch — Capstone: Dynamic Pricing Optimization
Lab — Practice, Challenge & Quiz
Day 40 — Tokenization & Embeddings
Watch — Tokenization & Embeddings
Lab — Practice, Challenge & Quiz
Day 41 — Efficient Fine-Tuning with LoRA
Watch — Efficient Fine-Tuning with LoRA
Lab — Practice, Challenge & Quiz
Day 42 — Retrieval-Augmented Generation (Applied)
Watch — Retrieval-Augmented Generation (Applied)
Lab — Practice, Challenge & Quiz
Day 43 — Model Compression & Safety Guardrails
Watch — Model Compression & Safety Guardrails
Lab — Practice, Challenge & Quiz
Day 44 — Choose Your Capstone Project
Watch — Choose Your Capstone Project
Lab — Practice, Challenge & Quiz
Day 45 — Structuring & Documenting Your Project
Watch — Structuring & Documenting Your Project
Lab — Practice, Challenge & Quiz
Day 46 — Testing, Validating & Debugging Your Project
Watch — Testing, Validating & Debugging Your Project
Lab — Practice, Challenge & Quiz
Day 47 — Building Your Demo & Presentation
Watch — Building Your Demo & Presentation
Lab — Practice, Challenge & Quiz
Day 48 — Course Complete — Portfolio & LinkedIn
Watch — Course Complete — Portfolio & LinkedIn
Lab — Practice, Challenge & Quiz