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The Complete OpenAI and GPT Course - Build a Q&A Chatbot
Introduction
Course Intro (2:21)
Course Logistics and Intro (2:50)
What We Are Building & Problem Statement (5:30)
FAQ
Important Disclaimers
Discord Link
Project 0: Create a ChatGPT Clone with Python and Streamlit
Course Setup (7:06)
Building a ChatGPT Clone in 50 lines of Code (10:39)
Integrating OpenAI (6:03)
GPT3, Prompt Engineering, and LLMs
ChatGPT, GPT3, InstructGPT - How They Work (12:48)
Prompt Engineering and Advanced GPT Parameters (14:53)
Why GPT Disrupted AI Industry (8:33)
Project 1: Intent Classifier
IntentClassifier - What It is, Why It's Important (4:29)
Prompts for Classification Problems (Notebook) (12:48)
Evaluation GPT3.5 for Classification (Notebook) (20:01)
Integrate Intent Classifier into the App (10:54)
Limits of GPT - What It Can't Do
Limitations of GPT - Knowledge Cutoff, Data Gaps, Token Limits (11:15)
Limits of GPT - Reasoning, Chain of Thought Prompting (7:24)
Project 2: Semantic Search and Retrievers
Semantic Search Based Retrieval (13:00)
Word and Sentence Embeddings (Notebook) (13:15)
Semantic Search (Notebook) (12:57)
Vector Databases, Pinecone, Nearest Neighbor Search (13:00)
Pinecone Cost Optimization
Integrating News Article Retriever into App (14:50)
How to Choose a Vector DB (or Not)
Project 3: Retriever Augmented Question Answering and Fine Tuninng
Question Answering with GPT, and Finetuning GPT Models (17:34)
Question Answering, Strategies for Handling Hallucinations (14:42)
Question Answering and Finetuning GPT (14:29)
Generative Labeling, Finetuning GPT, Model Evaluation (10:25)
App Integration (5:49)
Project 4: Summarization, External System Integration
Document Summarization with GPT (4:36)
Summarization with GPT (Notebook) (18:59)
Adding Real Time Financial Charts (Notebook) (9:32)
App Integration (6:01)
Deployment (2:29)
Advanced Topics
ChatGPT Plugins
ChatGPT, GPT3, InstructGPT - How They Work
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