This course was created with the
course builder. Create your online course today.
Start now
Create your course
with
Autoplay
Autocomplete
Previous Lesson
Complete and Continue
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
Discord Link
Here's how to get help & meet others in the course community.
Discord:
https://discord.gg/utj3mvJn
Complete and Continue
course builder. Create your online course today.
Start now
course builder. Create your online course today.
Start now
course builder. Create your online course today.
Start now
