The Complete OpenAI and GPT Course in Python w/ Q&A Chatbot

سرفصل های دوره

Master OpenAI's GPT, Semantic Search, Embeddings, and Q&A to build a Financial Assistant. Beginner friendly.

1 - Introduction

1 - Introduction

2 - Course Logistics and Important Announcements

3 - What We Are Building Problem Statement

4 - FAQ.html

5 - Important Disclaimers.html

2 - Project 0 Create a ChatGPT Clone with Python and Streamlit

6 - Course Setup

7 - Course Project Solutions.html

7 - link to the final project solution files zip.zip

8 - Building a ChatGPT Clone in 50 lines of Code

9 - Integrating OpenAI

3 - GPT3 Prompt Engineering and LLMs

10 - ChatGPT GPT3 InstructGPT How They Work

11 - Prompt Engineering and Advanced GPT Parameters

12 - Why GPT Disrupted AI Industry

4 - Project 1 Intent Classifier

13 - IntentClassifier What It is Why Its Important

13 - colab notebook.zip

14 - Prompts for Classification Problems Notebook

14 - colab notebook.zip

15 - Evaluation GPT35 for Classification Notebook

15 - colab notebook.zip

16 - Integrate Intent Classifier into the App

5 - Limits of GPT What It Cant Do

17 - Limitations of GPT Knowledge Cutoff Data Gaps Token Limits

18 - Limits of GPT Reasoning Chain of Thought Prompting

6 - Project 2 Semantic Search and Retrievers

19 - Semantic Search Based Retrieval

20 - Word and Sentence Embeddings Notebook

20 - colab notebook word and sentence embeddings.zip

21 - Semantic Search Notebook

21 - colab notebook semantic search.zip

22 - Vector Databases Pinecone Nearest Neighbor Search

22 - colab notebook semantic search.zip

23 - Integrating News Article Retriever into App

7 - Project 3 Retriever Augmented Question Answering and Fine Tuninng

24 - Question Answering with GPT and Finetuning GPT Models

25 - Question Answering Strategies for Handling Hallucinations Notebook

25 - colab notebook.zip

26 - Question Answering and Finetuning GPT Notebook

26 - colab notebook.zip

27 - Generative Labeling Finetuning GPT Model Evaluation Notebook

27 - colab notebook.zip

28 - App Integration

8 - Project 4 Summarization External System Integration

29 - Document Summarization with GPT

30 - Summarization with GPT Notebook

30 - colab notebook.zip

31 - Adding Real Time Financial Charts Notebook

31 - colab notebook.zip

32 - App Integration

33 - Deployment

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تولید کننده: Udemy-Training