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      Thumbs up The Complete Openai And Gpt Course - Build A Q&A Chatbot



      What you'll learn
      The foundations of GPT and generative text - Large Language Models (LLM), Prompt Engineering
      Receiver Augmented Generation (RAG) for Question Answering - its use cases and challenges, and real world implementation
      Finetuning GPT models and their best practices, when and when not to fine tune.
      Best practice strategies for troubleshooting issues with OpenAI APIs
      Semantic Search - theory and Implementation
      Vector databases, Pinecone - how they work, code samples
      How to choose the right GPT model for completion and classification tasks
      Understand how to use OpenAI's APIs and their production best practices
      Tackling the LLM hallucination problem - what the problem is, and specific strategies to mitigate it.


      Overview
      Section 1: Introduction
      Lecture 1 Introduction
      Lecture 2 Course Logistics and Important Announcements
      Lecture 3 What We Are Building & Problem Statement
      Lecture 4 FAQ
      Lecture 5 Important Disclaimers
      Section 2: Project 0: Create a ChatGPT Clone with Python and Streamlit
      Lecture 6 Course Setup
      Lecture 7 Course Project Solutions
      Lecture 8 Building a ChatGPT Clone in 50 lines of Code
      Lecture 9 Integrating OpenAI
      Section 3: GPT3, Prompt Engineering, and LLMs
      Lecture 10 ChatGPT, GPT3, InstructGPT - How They Work
      Lecture 11 Prompt Engineering and Advanced GPT Parameters
      Lecture 12 Why GPT Disrupted AI Industry
      Section 4: Project 1: Intent Classifier
      Lecture 13 IntentClassifier - What It is, Why It's Important
      Lecture 14 Prompts for Classification Problems (Notebook)
      Lecture 15 Evaluation GPT3.5 for Classification (Notebook)
      Lecture 16 Integrate Intent Classifier into the App
      Section 5: Limits of GPT - What It Can't Do
      Lecture 17 Limitations of GPT - Knowledge Cutoff, Data Gaps, Token Limits
      Lecture 18 Limits of GPT - Reasoning, Chain of Thought Prompting
      Section 6: Project 2: Semantic Search and Retrievers
      Lecture 19 Semantic Search Based Retrieval
      Lecture 20 Word and Sentence Embeddings (Notebook)
      Lecture 21 Semantic Search (Notebook)
      Lecture 22 Vector Databases, Pinecone, Nearest Neighbor Search
      Lecture 23 Integrating News Article Retriever into App
      Section 7: Project 3: Retriever Augmented Question Answering and Fine Tuninng
      Lecture 24 Question Answering with GPT, and Finetuning GPT Models
      Lecture 25 Question Answering, Strategies for Handling Hallucinations (Notebook)
      Lecture 26 Question Answering and Finetuning GPT (Notebook)
      Lecture 27 Generative Labeling, Finetuning GPT, Model Evaluation (Notebook)
      Lecture 28 App Integration
      Section 8: Project 4: Summarization, External System Integration
      Lecture 29 Document Summarization with GPT
      Lecture 30 Summarization with GPT (Notebook)
      Lecture 31 Adding Real Time Financial Charts (Notebook)
      Lecture 32 App Integration
      Lecture 33 Deployment
      Python developers with some Pandas experience who are eager to build their first AI app using GPT library


      **Hidden Content: Reply to see the content**

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