Topics:

• Python for AI Development

  Python Programming Fundamentals

  NumPy for Numerical Computing

  Pandas for Data Manipulation

  Matplotlib/Seaborn Visualization

  Object-Oriented Programming

• Development Environment

  Jupyter Notebooks and Google Colab

  Git and Version Control

  Virtual Environments

  GPU Setup and CUDA Basics

  Package Management

Topics:

• Linear Algebra Essentials

  Matrices and Vectors

  Eigenvalues and Eigenvectors

  Matrix Decomposition

  Tensor Operations

  Dimensionality Concepts

• Calculus and Optimization

  Derivatives and Gradients

  Chain Rule and Backpropagation

  Optimization Theory

  Gradient Descent Variants

  Convex Optimization

Topics:

• Probability Theory

  Probability Distributions

  Bayes’ Theorem

  Maximum Likelihood Estimation

  Bayesian Inference

  Monte Carlo Methods

• Information Theory

  Entropy and Information

  KL Divergence

  Mutual Information

  Cross-Entropy

  Compression Theory

Topics:

• Neural Network Basics

  Perceptron and MLP

  Activation Functions

  Loss Functions

  Backpropagation Algorithm

  Optimization Algorithms

• Deep Learning Frameworks

  PyTorch Fundamentals

  TensorFlow/Keras Basics

  Automatic Differentiation

  Model Training Loops

  GPU Acceleration

Topics:

• Generative AI Landscape

  Generative vs Discriminative Models

  History and Evolution

  Key Breakthroughs

  Current Applications

  Future Directions

• Core Generative Concepts

  Generation Techniques

  Sampling Strategies

  Evaluation Metrics

  Learning Paradigms

  Common Challenges

Topics:

• VAE Architecture

  Encoder-Decoder Structure

  Latent Space Representation

  Variational Inference

  Reparameterization Trick

  KL Divergence Loss

• Advanced VAE Techniques

  Conditional VAEs

  β-VAE and Disentanglement

  VAE-GAN Hybrids

  Hierarchical VAEs

  Vector Quantized VAE

Topics:

• GAN Fundamentals

  Generator and Discriminator

  Adversarial Training

  GAN Objective Functions

  Training Dynamics

  Mode Collapse Solutions

• Advanced GAN Architectures

  DCGAN and Progressive GAN

  Wasserstein GAN

  StyleGAN Family

  CycleGAN and Pix2Pix

  BigGAN and GigaGAN

Topics:

• Normalizing Flows

  Flow-Based Generation

  Change of Variables

  Coupling Layers

  Autoregressive Flows

  Continuous Normalizing Flows

• Advanced Flow Models

  RealNVP and Glow

  Flow Matching

  Neural Spline Flows

  Variational Flows

  Applications and Trade-offs

Topics:

• EBM Fundamentals

  Energy Functions

  Contrastive Divergence

  Score Matching

  Langevin Dynamics

  Training Strategies

• Score-Based Models

  Score Functions

  Noise Conditional Models

  Annealed Langevin Dynamics

  Score-Based Diffusion

  Connection to Diffusion Models

Topics:

• Sequential Generation

  Autoregressive Factorization

  PixelCNN/PixelRNN

  WaveNet Architecture

  Masked Convolutions

  Causal Attention

• Advanced Techniques

  Conditional Generation

  Hierarchical Models

  Parallel Generation

  Latent Autoregressive Models

  Efficiency Improvements

Topics:

• Attention Mechanisms

  Self-Attention Mathematics

  Multi-Head Attention

  Positional Encodings

  Attention Patterns

  Efficient Attention Variants

• Transformer Components

  Encoder-Decoder Structure

  Layer Normalization

  Feed-Forward Networks

  Residual Connections

  Architecture Variations

Topics:

• Pre-training LLMs

  GPT Architecture Family

  Training Objectives

  Scaling Laws

  Data Requirements

  Compute Optimization

• Modern LLM Architectures

  GPT-3/4 Capabilities

  LLaMA and Open Models

  Mistral and Mixtral

  Specialized Models

  Mixture of Experts

Topics:

• Fine-tuning Techniques

  Full Fine-tuning

  LoRA and QLoRA

  Prefix Tuning

  Adapter Layers

  Prompt Tuning

• Instruction Tuning

  Dataset Creation

  RLHF Pipeline

  Constitutional AI

  DPO Methods

  Evaluation Strategies

Topics:

• Prompting Techniques

  Zero-Shot and Few-Shot

  Chain-of-Thought

  Tree-of-Thoughts

  ReAct Framework

  Self-Consistency

• Advanced Applications

  Prompt Optimization

  Meta-Prompting

  Prompt Chaining

  Context Management

  Production Prompting

Topics:

• RAG Architecture

  Document Processing

  Embedding Models

  Vector Databases

  Retrieval Strategies

  Context Integration

• Advanced RAG Systems

  Hybrid Search

  Re-ranking Methods

  Graph RAG

  Multi-Modal RAG

  Production Optimization

Topics:

• Diffusion Theory

  Forward and Reverse Process

  DDPM Fundamentals

  Noise Schedules

  Sampling Algorithms

  Score-Based Formulation

• Advanced Diffusion Techniques

  DDIM and Fast Sampling

  Classifier-Free Guidance

  Progressive Distillation

  Consistency Models

  Flow Matching

Topics:

• Architecture Deep Dive

  U-Net Structure

  VAE Components

  CLIP Text Encoder

  Cross-Attention Layers

  Latent Space Diffusion

• Control and Customization

  ControlNet Integration

  LoRA for Images

  Textual Inversion

  DreamBooth Training

  IP-Adapter Methods

Topics:

• Text-to-Image Systems

  DALL-E Architecture

  Midjourney Approach

  Imagen and Parti

  Photorealistic Generation

  Artistic Style Control

• Image Editing and Manipulation

  Inpainting and Outpainting

  InstructPix2Pix

  Style Transfer

  Super Resolution

  Semantic Editing

Topics:

• Video Diffusion Models

  Temporal Consistency

  Video Diffusion Architecture

  Make-A-Video

  Imagen Video

  Gen-2 and Runway

• Advanced Video Techniques

  Motion Control

  Long Video Generation

  Video Editing

  Animation Generation

  Real-time Generation

Topics:

• 3D Generative Models

  NeRF Technology

  3D Diffusion Models

  Point-E and Shap-E

  DreamFusion

  3D GANs

• Applications and Rendering

  Text-to-3D

  3D Reconstruction

  Mesh Generation

  Texture Synthesis

  Real-time Rendering

Topics:

• Vision-Language Models

  CLIP and Variants

  ALIGN Architecture

  BLIP/BLIP-2

  Flamingo

  LLaVA

• Cross-Modal Learning

  Contrastive Learning

  Image-Text Alignment

  Cross-Modal Attention

  Unified Representations

  Zero-Shot Transfer

Topics:

• Speech Synthesis

  Text-to-Speech Models

  WaveNet and Tacotron

  Voice Cloning

  Emotional TTS

  Real-time Systems

• Music and Sound Generation

  MusicLM and AudioLM

  MusicGen Architecture

  Sound Effect Generation

  Audio Style Transfer

  Interactive Audio

Topics:

• Code Language Models

  Codex and Copilot

  Code Llama

  StarCoder

  DeepSeek Coder

  Domain-Specific Models

• AI-Assisted Development

  IDE Integration

  Code Completion

  Bug Detection

  Test Generation

  Documentation AI

Topics:

• AI for Science

  Protein Folding (AlphaFold)

  Drug Discovery

  Material Design

  Climate Modeling

  Physics Simulations

• Healthcare Applications

  Medical Image Generation

  Synthetic Data Creation

  Diagnostic AI

  Treatment Planning

  Clinical Documentation

Topics:

• Art and Design

  Digital Art Generation

  Fashion Design AI

  Architecture Generation

  Game Asset Creation

  UI/UX Design

• Content Creation

  Story Generation

  Character Design

  World Building

  Interactive Fiction

  Creative Tools

Topics:

• Quantization Techniques

  INT8/INT4 Quantization

  Mixed Precision

  Dynamic Quantization

  Quantization-Aware Training

  Performance Trade-offs

• Model Compression

  Knowledge Distillation

  Pruning Strategies

  Layer Reduction

  Token Optimization

  Architecture Search

Topics:

• Performance Enhancement

  Flash Attention

  KV Cache Optimization

  Batch Processing

  Streaming Generation

  Speculative Decoding

• Hardware Acceleration

  GPU Optimization

  TPU Deployment

  ONNX Runtime

  TensorRT

  Edge Deployment

Topics:

• Serving Systems

  Model Serving Frameworks

  Load Balancing

  Auto-scaling

  Caching Strategies

  API Development

• Monitoring and Observability

  Performance Metrics

  Quality Monitoring

  Cost Tracking

  Error Handling

  A/B Testing

Topics:

• Responsible AI

  Bias Detection and Mitigation

  Fairness Metrics

  Content Filtering

  Safety Classifiers

  Privacy Protection

• Governance and Compliance

  Ethics Guidelines

  Regulatory Requirements

  Model Cards

  Audit Trails

  Risk Management

Topics:

• Enterprise Implementation

  Use Case Identification

  ROI Calculation

  Implementation Planning

  Change Management

  Success Metrics

• GenAI Products and Services

  Product Development

  Business Models

  Market Strategy

  Pricing Models

  Future Trends