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Generative AI Roadmap
What is Generative AI & Its Applications
Linear Algebra & Matrix Operations
Transformers Overview
Foundations
Probability & Statistics Refresher
Deep Learning Recap (Neural Networks, Backpropagation)
Autoencoders
Generative Adversarial Networks (GANs)
Energy-Based Models
Generative Models
Variational Autoencoders (VAEs)
Diffusion Models (DDPM, Stable Diffusion)
Language Models (RNNs, LSTMs, Transformers)
Instruction Tuning & Alignment
Fine-tuning & Parameter-efficient Tuning (LoRA, QLoRA)
Text Generation
GPT Models (GPT-2 → GPT-4 & Beyond)
Prompt Engineering
Retrieval-Augmented Generation (RAG)
GAN Architectures (DCGAN, StyleGAN, CycleGAN)
Text-to-Image Pipelines
ControlNet & Image Conditioning
Image Generation
Diffusion Models (Stable Diffusion, Imagen, DALL·E)
Image Inpainting & Outpainting
Text-to-Speech (Tacotron, WaveNet)
Music Generation (Jukebox, Riffusion)
Audio & Speech Generation
Voice Cloning Models
Speech-to-Speech Translation
Video Generation with Diffusion Models
Multimodal Models (CLIP, Flamingo, Gemini)
Audio + Video Synchronization
Video & Multimodal Generation
Image-to-Video Models
Text-to-Video (Runway Gen-2, Pika)
Hugging Face Transformers & Diffusers
Vector Databases (Pinecone, Weaviate, FAISS)
ONNX & Model Optimization
Tooling & Frameworks
LangChain & LlamaIndex for LLM Apps
Deployment with FastAPI, Docker, Kubernetes
Experiment Tracking (Weights & Biases, MLflow)
Latency & Cost Optimization
Monitoring & Drift Detection
MLOps for Generative AI
Model Serving at Scale
Evaluation Metrics (Perplexity, BLEU, FID, CLIP Score)
Bias in Generative Models
AI Safety & Alignment
Responsible AI Guidelines
Ethics & Safety
Hallucinations & Grounding
Copyright & Intellectual Property Concerns
Text Generation Chatbot
Voice Cloning & Text-to-Speech App
Text-to-Video Demo
Projects
AI Image Generator (Stable Diffusion)
Music Generation Project
RAG-powered Knowledge Assistant
Generative Models Q&A
GANs & Diffusion Model Questions
Scaling & Deployment Questions
Interview Preparation
LLMs & Fine-tuning Questions
Prompt Engineering Scenarios
Case Studies (ChatGPT, DALL·E, Stable Diffusion)
