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All LessonsFree Lessons (5)

Introduction to Building Chatbots

Overview of the Course A Recap on Artificial Intelligence Quiz: Introduction to Building Chatbots

Understanding Transformers

Overview of Transformers

Tokenizing Text

Embedding the Tokenized Text

Applying Positional Encoding and Embedding with Transformers

Quiz: Transformers

Project

Automating Contract Review with Transformer Models

Understanding Large Language Models (LLMs)

Overview of Large Language Models (LLMs)Exploring Open-Source LLMs Downstream Task: Text Classification Downstream Task: Table Question Answering Downstream Task: Translation Downstream Task: Summarization Downstream Task: Sentence Similarity Downstream Task: Text Inference Quiz: LLMs

Data Collection and Preparation

Manipulating Data: System Workflow Manipulating Data: Libraries Workflow Quiz: Data Manipulation

Optimizing RAG Workflows with LangChain

Introduction to RAG Overview of LangChain Retrieval Strategies: Web and Multimedia Document Loaders Retrieval Strategies: Common Document Loaders Retrieval Strategies: Data Chunking Retrieval Strategies: Embedding and Vector Stores Retrieval Strategies: Data Chunks Retrievers Base Retrieval Strategies: Retrievers Quiz: LangChain Framework

Prompt Engineering and Retrieval Chains

Prompting Strategies: Direct and Contextual Prompting Strategies: Structured Reasoning Prompting Strategies: Prompt Templates Composition Strategies: Chain Constructor Explanation Composition Strategies: Chain Constructor Implementation Quiz: Prompts and Chains

Chatbot User Interface Development with Streamlit

Introduction to Streamlit: Basic Concepts Introduction to Streamlit: Advanced Concepts Quiz: Streamlit Framework

Chatbot Integration and Evaluation

Integrating Chatbots with the Streamlit Interface Evaluating Chatbots Quiz: Chatbot Integration and Evaluation

Capstone Project

Capstone Project: Objective Capstone Project: Interface Capstone Project: Functions Capstone Project: Retriever Capstone Project: Generator

Conclusion and Future Developments

Recap and Potential Enhancement of the Chatbot

Build AI Chatbots with Open-Source LLMs, LangChain, and Streamlit/

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Quiz: Transformers

Quiz: Transformers

Test your understanding of transformers.

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Test your knowledge

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