03 — Curriculum
Course content
11 sections · 53 lectures
Complete Dose on Machine Learning
0
Mastering Deep Learning
0
Foundation Models in Generative AI
154m
Transformers
0
Generative AI Vs Discriminative AI
0
Generative AI Techniques and Approaches
0
Applications and Industry Use Cases
167m
DALL.E
12m
Stable Diffusion
8m
Hands-on: Image Generative Models
5m
Large Language Model
85m
Generative Pre-Trained Transformers (GPT)
0
LLaMA
0
Other Popular LLMs
0
Video: Advanced LLMs - Intuition
8m
Video: Advanced LLMs - Hands-on
4m
LangChain for LLM-Based Application Building
165m
Generative AI providers - OpenAI, Cohere, Anthropic, LLMFlow
0
LlamaIndex for LLMs
35m
Autonomous AI Agents - AutoGPT and BabyAGI
4m
Code Generative Tools - Amazon CodeWhisper, OpenAI Codex
0
Open-source Tools and Resources for Generative AI
0
Video: Generative AI Agents - Hands-on
6m
Deep Dive into Vector Databases
0
Popular Vector Databases - Pinecone, FAISS, Chroma, etc.
0
Video: Vector Databases - Intuition
11m
Video - Vector Databases - Hands-on
8m
Semantic Search in LLMs
0
Contextual Search and Vector Search
0
Personalized Search, Multimodal Search, Knowledge Graph Search
0
Retrieval-Augmented Generation (RAG)
13m
Video - RAG Hands-on Implementations
8m
Supervised Fine Tuning, Full Fine Tuning, Self-Supervised Fine Tuning
0
Parameter-Efficient Fine-Tuning (PEFT)
129m
Reinforcement Learning from Human Feedback (RLHF)
0
Soft Prompts for Fine Tuning
0
Prompt Design Strategies
33m
Prompt Patterns
0
Prompt Tuning Techniques
0
Fine-tuning Prompts for Specific Tasks
0
Zero-shot learning, Chain-of-thought, Self-consistency
40m
Model Deployment Strategies
0
Scalability and Resource Management for Generative Models
0
Automated Pipelines for Model Deployment
0
Security Measures in Model Deployment
0
AIOps and LLMOps
34m
Deepfakes and Misinformation
0
Privacy and Data Security
0
Privacy-Preserving Generative Models
0
Explainability and Transparency
34m
Bias Detection and Mitigation
27m
Course Assessment
0
Feedback and Continuous Improvement
0
