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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: Data Manipulation

Quiz: Data Manipulation

Test your understanding of data manipulation.

We'll cover the following...

Technical Quiz

1.

Which Python module provides tools for keeping files and directories in memory?

A.

os

B.

shutil

C.

tempfile

D.

pathlib

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