Mô tả

Are you interested in harnessing the power of AI to create groundbreaking language-based applications?

Look no further than LangChain - a comprehensive course that will take you from a novice to an expert in no time.


By implementing AI applications powered with state-of-the-art LLM models like OpenAI and Hugging Face using Python, you will embark on an exciting project-based learning journey.


With LangChain, you will gain the skills and knowledge necessary to develop innovative LLM solutions for a wide range of problems.


Here are some of the projects we will work on:

Project 1: Construct a dynamic question-answering application with the unparalleled capabilities of LangChain, OpenAI, and Hugging Face Spaces.

Project 2: Develop an engaging conversational bot using LangChain and OpenAI to deliver an interactive user experience.

Project 3: Create an AI-powered app tailored for children, facilitating the discovery of related classes of objects and fostering educational growth.

Project 4: Build a captivating marketing campaign app that utilizes the persuasive potential of well-crafted sales copy, boosting sales and brand reach.

Project 5: Develop a ChatGPT clone with an added summarization feature, delivering a versatile and invaluable chatbot experience.

Project 6: MCQ Quiz Creator App - Seamlessly create multiple-choice quizzes for your students using LangChain and Pinecone.

Project 7: CSV Data Analysis Toll - Helps you analyze your CSV file by answering your queries about its data.

Project 8: Youtube Script Writing Tool -  Effortlessly create compelling YouTube scripts with this user-friendly and efficient script-writing tool.

Project 9 - Support Chat Bot For Your Website - Helps your visitors/customers to find the relevant data or blog links that can be useful to them.

Project 10 - Automatic Ticket Classification Tool - The Automatic Ticket Classification Tool categorizes support tickets based on content to streamline ticket management and response processes.

Project 11 - HR - Resume Screening  Assistance - HR project using AI to assist in screening resumes, optimizing the hiring process with smart analysis and recommendations

Project 12 - Email Generator using LLAMA 2- The Email Generator is a tool that automatically creates customized emails, saving time and effort in crafting personalized messages.

Project 13 - Invoice Extraction Bot using LLAMA 2- Invoice Extraction Bot: AI-powered tool that extracts key details from invoices accurately and efficiently. Simplify your data entry process.

Project 14 - Text to SQL Query Helper Tool: Convert natural language text into structured SQL queries effortlessly using the Text to SQL Query Tool for streamlined database interaction and data retrieval.

Project 15 - Customer Care Call Summary Alert - Concise notification highlighting key points and outcomes from recent customer service calls, aiding quick understanding and response


This course is designed to provide you with a complete understanding of LangChain, starting from the basics and progressing toward creating practical LLM-powered applications.


LangChain empowers programmers to fully utilize large language models, such as ChatGPT, pinecone, LLAMA 2, and Huggingface, and seamlessly integrate them with external data sources. This integration enhances the models' ability to comprehend and respond to human language.


Built with Python, LangChain offers a user-friendly interface tailored specifically for beginners, making it accessible to aspiring developers.


Course Overview:

Aspiring to build sophisticated language-based applications

LangChain is the perfect library for you.

Move beyond basic techniques like keyword matching or rule-based systems and maximize your reach by langchain.

Leverage the power of LLMs, and applications using LangChain and combine them with cognitive or information sources & pinecone.

Unlock tremendous potential and explore new possibilities with applications using LangChain and Pinecone.


Course Contents:

LangChain

LLMs

Chat Models

Prompts

Indexes

Chains

Agents

Memory



But this isn't just a theory-based course; it's a hands-on experience. You will engage in practical activities and real-world projects, reinforcing your understanding of these concepts and techniques.


By the end of the course, you will be equipped with the skills to apply Langchain effectively, building robust, pinecone, powerful, and scalable LLM applications for various purposes.


Don't miss this opportunity to become a language model expert.

Enroll in the LangChain course and embark on a transformative journey that will elevate your AI app development skills. LangChain , OpenAI , ChatGPT , LLM, langchain pinecone , LLAMA 2 ,  HuggingfacePython - these are the tools that will empower you to create cutting-edge AI applications that push the boundaries of what's possible.


Get ready to unlock your full potential and become a hero in the world of language-based AI development through langchain.


You will do practical activities and real-world projects throughout the applications using LangChain pinecone course to strengthen your understanding of the concepts and techniques.


You will be competent in applying Langchain pinecone to build strong, effective, and scalable LLM applications for a variety of uses by the end of the course.

Bạn sẽ học được gì

Develop Langchain based AI apps

Implement LLM powered apps

Learn Langchain from end to end

Complete project based approach

Yêu cầu

  • AI Enthusiast
  • Basic Python Programming

Nội dung khoá học

30 sections

LangChain Introduction

6 lectures
What You'll Get In This Course
03:44
What is LangChain?
04:39
⏱️ Course RoadMap
Processing..
A request to you... :)❤️
00:15
Let's understand the LangChain benefits
04:21
Guidelines For Source Code ✅
00:21

OpenAI Introduction

2 lectures
What is OpenAI?
05:56
OpenAI API Key Generation
04:06

Demo & Environment Setup

2 lectures
A LangChain Example - Implementation Demo
07:11
Anaconda Installation
04:50

Langchain - Models Module Concept

1 lectures
LangChain's Modules Overview
00:55

✅***Beginner level***

1 lectures
Let's work on basic-level projects
00:01

Project #1 - Simple Question & Answer App || Hugging Face Spaces || Open AI

6 lectures
LLMs Walkthrough
03:40
LLM Practical Implementation using Python
09:51
LLM Practical Implementation using Python - Source Code
00:02
Project Environment Setup
07:14
Lets' Build Simple Question Answering Application
11:47
Lets' Build Simple Question Answering Application - Source Code
00:02

Project #2 - Simple Conversational App || Hugging Face Spaces || OpenAI Chat

5 lectures
Chat Model Walkthrough
01:40
Chat Model Practical Implementation using Python
09:24
Chat Model Practical Implementation using Python - Source Code
00:02
Let's Build Simple Conversational Application
14:57
Let's Build Simple Conversational Application - Source Code
00:01

Project #3 - Find Similar Things App For Kids || Streamlit || Open AI Embeddings

7 lectures
Text Embedding Walkthrough
05:13
Text Embeddings Practical Implementation using Python
04:21
Embeddings Practical Implementation using Python - Source Code
00:01
Embeddings Example using Python
12:54
Embeddings Example using Python - Source Code
00:01
Let's build Similar Words Finder Application
20:36
Let's build Similar Words Finder Application - Source Code
00:02

Langchain - Prompt Module Concept & Implementation Using Python

8 lectures
Prompts Module Introduction
03:11
Prompt Template Walkthrough
15:13
Prompt Template Walkthrough - Source Code
00:01
Example Selectors Walkthrough
12:13
Example Selectors Walkthrough - Source Code
00:01
Adding More Examples To Input Prompt
07:48
Output Parsers Walkthrough
12:16
Output Parsers Walkthrough - Source Code
00:01

Project #4 - Marketing Campaign App || Streamlit App || Open AI

6 lectures
Convert Jupyter Notebook to Python Script
10:56
Building the App's frontend
05:05
Integration of Frontend & Backend
10:14
Modularization of Code
07:55
Adding Examples - Kids, Adult & Senior Citizen
04:06
Marketing Campaign App - Project Source Code
00:01

Langchain - Memory Module Concept

3 lectures
Importance of Memory in LLM powered Apps
15:41
Different Types of Memory
15:15
Source Code
00:00

Project #5 - ChatGPT Clone with Summarization Option || Streamlit App || Open AI

8 lectures
ChatGPT Clone Demo
01:45
Setting up the Project
04:17
Implementing the Frontend
07:33
Modularizing the Code
04:17
Passing Dynamic Data
05:32
Implementing Chatbot Conversational View
07:00
Conversation Summarization & API key feature
04:55
ChatGPT Clone with Summarization Option - Source Code
00:01

Langchain - Retrieval/Data Connection Module Concept

4 lectures
Retrieval/Data Connection Module Introduction
07:24
Retrieval/Data Connection Module - Python Implementation Part 1
05:06
Retrieval/Data Connection Module - Python Implementation Part 2
05:48
Retrieval/Data Connection Module - Python Implementation - Source Code
00:01

✅***Intermediate level***

1 lectures
Let's work on medium-level projects
00:01

Project #6 - Quiz MCQ Creator App || Open AI || PINECONE || Transformers Model

5 lectures
Loading Documents & Creating Chunks
08:42
Generate Embeddings & Store Them
07:20
Retrieving Answer
06:02
Creating Structured Output
07:31
Quiz MCQ Creator App - Source Code
00:01

Langchain - Chains Module Concept

5 lectures
Chains Overview
01:42
Generic Chains
07:29
Generic Chains Source Code
00:01
Utility Chains
06:45
Utility Chains Source Code
00:01

Langchain - Agents Module Concept

1 lectures
Agents Overview
05:35

Project #7 - CSV Data Analysis Tool || OpenAI

4 lectures
CSV Data Analysis Tool Demo
00:47
CSV Data Analysis Tool - Frontend
03:28
CSV Data Analysis Tool - Backend
09:32
CSV Data Analysis Tool - Source Code
00:01

✅***Advanced level***

1 lectures
Let's work on complex-level projects
00:01

Project #8 - Youtube Script Writing Tool || OpenAI || DuckDuckGo

5 lectures
Youtube Script Writing Tool Demo
02:30
Youtube Script Writing tool - Frontend
09:59
Youtube Script Writing tool - Backend
06:49
Youtube Script Writing tool - Integration
05:53
Youtube Script Writing Tool - Source Code
00:01

Project #9 - Support Chat Bot For Your Website || PINECONE || Web Scraper

8 lectures
Support Chat Bot For Your Website Demo
02:28
Flow Diagram
Processing..
Implement Frontend for Pushing Data to Pinecone
07:11
Implementing Backend for Scraping the Data
07:59
Implementing Backend for Pushing the Data to Pinecone
08:53
Handling the Hardcoded Values
02:48
Implementing Information Retrieval System
11:42
Support Chat Bot For Your Website - Source Code
00:02

Project #10 - Automatic Ticket Classification Tool || SVM ML Model || PINECONE

9 lectures
Automatic Ticket Classification Tool - Demo
06:24
Upload Documents To Pinecone - Frontend & Backend
15:38
Chatbot Interaction- Frontend & Backend
09:02
Organizing Different Pages in Streamlit
01:32
Classification Model Creation
11:16
Model Training Process
08:50
Ticket Raising Feature Implementation
04:38
Viewing Pending Tickets Tab
03:04
Automatic Ticket Classification Tool - Source Code
00:01

Project #11 - HR - Resume Screening Assistance || Streamlit || OpenAI

6 lectures
HR - Resume Screening Assistance - Demo
02:11
Resume Screening Assistance Frontend
06:13
Loading Documents and Adding Metadata
06:08
Push & Pull Data From Pinecone
09:22
Finetuning Output
06:23
HR - Resume Screening Assistance - Source Code
00:01

LLAMA 2 Introduction

1 lectures
LLAMA 2 Introduction & Download Guide
03:50

Project #12 - Email Generator Using LLAMA 2 || Streamlit App

3 lectures
Email Generator Front End & Module Creation
05:14
Using LLAMA 2 as LLM & Execution
05:18
Email Generator App - Source Code
00:01

Project #13 - Invoice Extraction Bot || LLAMA 2 || Streamlit

8 lectures
Invoice Extraction Demo
01:07
Invoice Extraction Bot - StreamLit Frontend
03:26
Replicate Platform Introduction
01:36
Get Replicate API Token
00:15
Data Extraction
08:00
LLAMA 2 - LLM setup
06:19
Formating Output & Download Option
05:17
Project 13 - Invoice Extraction Bot - Source Code
00:01

Project #14 - Text to SQL Query - Helper Tool || Google Collab || LLAMA 2

3 lectures
Project Setup & Huggingface Login
04:08
Pipeline Creation & Prediction
05:05
Source Code
00:00

Project #15 - Customer Care Call Summary Alert || OpenAI || Zapier

5 lectures
Customer Care Call Summary Alert - Demo
01:56
1. Frontend Implemention
03:52
2. Backend Implemention
07:09
3. Final Execution
01:02
Source Code
00:00

Bonus Projects ❤️

1 lectures
Bonus Projects ❤️
00:00

Project #16 - Code Review Analyst App || OpenAI

4 lectures
Code Review Analyst App - Demo
01:42
Code Review Analyst App Part 1 - Frontend
04:44
Code Review Analyst App Part 2 - Backend
06:44
Code Review Analyst App - Source Code
00:01

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