Mô tả

Master LangChain, OpenAI, Llama 2 and Hugging Face. Learn to Create hands-on generative LLM-powered applications with LangChain.

Create powerful web-based front-ends for your LLM Application using Streamlit.

By the end of this course, you will have a solid understanding of the fundamentals of LangChain OpenAI, Llama 2 and HuggingFace. You'll also be able to create modern front-ends using Streamlit in Python.


Dive into hands-on projects that will shape your expertise, including:

Project 1: Create a Simple Chatbot with Llama 2 and LangChain
Project 2: PDF Chat App (GUI) | ChatGPT for Your PDF File - Streamlit Application to chat with your PDF file using LangChain and OpenAI.

Project 3: YouTube Script Writing App - Effortlessly create title and script for the YouTube video using LangChain and OpenAI

Project 4:  MCQ Quiz Creator App - Seamlessly create multiple-choice quizzes for your students using LangChain and OpenAI/ Hugging Face

Project 5: Chat with Multiple PDF Documents | Streamlit Application- Chat with your PDF files using LangChain and OpenAI.

Project 6: 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 7: YouTube Video Summarizer - YouTube Video Summarizer, powered by the dynamic duo of LangChain and OpenAI! In this groundbreaking tool, we have harnessed the cutting-edge capabilities of language processing technology to transform the way you consume YouTube content.

Project 8: Summarize PDF Using LangChain,  OpenAI  and Gradio:  Summarize PDF files using Lang Chain and OpenAI  and create a sharable web interface using Gradio

Project 9: PrivateGPT- Chat with your Files Offline and Free

Project 10: Question a Book with (LangChain + Llama 2 + Pinecone):  Create a chatbot to chat with Books or with  PDF files. using  LangChain, Llama 2 Model and Pinecone as vector store.

Project 11: Chat with Multiple Documents with Llama 2/ OpenAI and ChromaDB: Create a chatbot to chat with multiple documents including pdf, .docs, .txt using LangChain, Llama 2/ OpenAI  and ChromaDB as our vector database.

Project 12: Create a Custom Chatbot for any Website with LangChain and Llama 2/ OpenAI: Create a chatbot for your own or for any website using LangChain, Llama 2/ OpenAI and FAISS as the vector store / vector database

Project 13: Creating a Flask API for Automatic Content Summarization using LangChain and Llama 2/ Open AI

Project 14: Introducing 'GPT-LLM-Trainer' — the world's simplest way to train a task-specific model.  Just input your idea, and let the AI do the rest.

Project 15: Create a Medical Chatbot with Llama2, Pinecone and LangChain

Project 16: Fine-Tune Llama 2 Model with LangChain on Custom Dataset

Project 17: ChatCSV App - Chat with CSV files using LangChain and Llama 2

Project 18: Chat with Multiple PDFs using Llama 2, Pinecone and LangChain

Project 19: Run Code Llama on CPU and Create a Web App with Gradio

Project 20: Source Code Analysis with LangChain, OpenAI and ChromaDB

Project 21: Chat with Multiple PDFs using PaLM 2, Pinecone and LangChain

Project 22: Streamlit App | Chat with Multiple PDFs using PaLM 2, FAISS and LangChain

Project 23: Chat with Your  Documents using Llama-Index and Google PaLM 2

Course Content:

In this course, we will explore the capabilities of LangChain, to build scalable and performant AI applications.

You will gain in-depth knowledge of LangChain components, including LLM wrappers, Prompt Template, Chains, Agents, Memory and Document Loaders. Additionally, we will delve into embeddings and vector databases


Bạn sẽ học được gì

Yêu cầu

Nội dung khoá học

30 sections

Generative AI and Large Language Models

5 lectures
Welcome to this course
01:15
What is Generative AI
13:50
What are Large Language Models
07:38
How ChatGPT is trained
13:34
Introduction to LangChain
08:15

OpenAI and Hugging Face Introduction

2 lectures
OpenAI API Key Generation
04:38
Hugging Face API Key Generation
03:19

Deep Dive into LangChain

6 lectures
Setting Up the Environment: LangChain and LLM Models (Wrappers)
14:28
Prompt Templates
05:23
LangChain Agents and Tools
13:05
Chains
12:58
Memory
10:39
Document Loaders
02:40

Llama 2

7 lectures
Introduction to Llama 2
06:07
Run Llama 2 on Google Colab
15:00
Introduction to Llama 2 with LangChain
15:32
Prompt Templates and Chains
20:24
Memory
14:40
Document Loaders
02:07
Tokens | Prompts | Create a Simple Chatbot
23:38

Multi-dataframe Agents

1 lectures
Multi-dataframe Agents | CSV/Pandas
13:44

LangChain: Run Hugging Face Models

1 lectures
Run Hugging Face Models
39:02

Project # 1: YouTube Script Writing App

7 lectures
Introduction
02:19
Creating a title for the Youtube Video using Basic Prompt
10:22
Creating a title for the Youtube Video using Prompt Template
07:04
Creating a title and Script for the Youtube Video using Prompt Template
06:44
Title and Script Generation using Simple Sequential Chain
06:13
Memory in LangChain
04:21
YouTube Script Creation using LangChain Agents
07:54

Project # 2: Chat with your PDF files using LangChain and OpenAI.

1 lectures
Chat with your PDF files using LangChain and OpenAI.
40:32

Project # 3: PDF Chat App | ChatGPT for Your PDF File - Streamlit Application

1 lectures
Streamlit Application to chat with your PDF file using LangChain and OpenAI.
42:01

Project # 4: YouTube Video Summarizer

1 lectures
YouTube Video Summarizer, powered by the dynamic duo of LangChain and OpenAI
37:02

Project # 5: Summarize PDF Using LangChain,  OpenAI  and Gradio

1 lectures
Summarize PDF files using Lang Chain and OpenAI  and Create a Web Interface
32:57

Project # 6: Chat with Multiple PDF Documents | Streamlit Application

1 lectures
Chat with your PDF files using LangChain and OpenAI
01:18:42

Project # 7: Chat Bot For Any Website using LangChain, Open AI/ Hugging Face

1 lectures
Streamlit App - Chat Bot For Your Website using LangChain, Open AI/ Hugging Face
01:10:30

Project # 8:  MCQ Quiz Creator Application Using LangChain, OpenAI and Streamlit

1 lectures
Create Multiple-Choice Quizzes using LangChain and OpenAI/ Hugging Face
53:26

Project #9: PrivateGPT- Chat with your Files Offline and Free

1 lectures
PrivateGPT: Chat to your Files Offline and Free [Installation and Tutorial]
23:30

Project 10: Chat with Books and PDF Files with LangChain, Llama 2 and Pinecone

1 lectures
Question a Book/ PDF File with LangChain + Llama 2 + Pinecone
35:43

Project 11: Chat with Multiple Documents with Llama 2/OpenAI and ChromaDB

1 lectures
Building a Multi-Document Reader and Chatbot With LangChain, Llama 2 & ChromaDB
24:12

Project 12: Create a Custom Chatbot for any Website with LangChain and Llama 2

1 lectures
Build a Custom Chatbot for any Website with LangChain and Llama 2/ OpenAI
31:37

Run Llama 2 on CPU | Q/A with PDF Documents with LangChain & Llama2

1 lectures
Run Llama 2 on CPU | Q/A with PDF Documents with LangChain & Llama2
18:43

Project 13: Creating a Flask API for Automatic Content Summarization

3 lectures
Creating a Flask API for Automatic Content Summarization- Part 1
12:46
Creating a Flask API for Automatic Content Summarization- Part 2
06:12
Creating a Flask API for Automatic Content Summarization- Part 3
18:08

Fine-Tune Llama 2 Model on your Custom Data

1 lectures
Fine-Tune Llama 2 Model on your Custom Data with LangChain
20:31

Project 14: Fine-Tune Llama 2 Model by Creating a Dataset using OpenAI Model

1 lectures
Fine-Tune Llama 2 Model by Creating a Dataset using OpenAI Model
15:19

Project 15: Create a Medical Chatbot with Llama 2, Pinecone and LangChain

1 lectures
Create a Medical Chatbot with Llama 2, Pinecone and LangChain
20:50

Project 16: Build and Run a Chabot using Llama 2 and Streamlit on CPU Machine

1 lectures
Build and Run a Chabot using Llama 2 and Streamlit on CPU Machine via API Key
27:17

Project 17: ChatCSV App - Chat with CSV files using LangChain and Llama 2

1 lectures
ChatCSV App - Chat with CSV files using LangChain and Llama 2
28:31

Project 18: Chat with Multiple PDFs using Llama 2, Pinecone and LangChain

1 lectures
Chat with Multiple PDFs using Llama 2, Pinecone and LangChain
26:34

Project 19: Run Code Llama on CPU and Create a Web App with Gradio

1 lectures
Run Code Llama on CPU and Create a Web App with Gradio
16:16

Project 20: Source Code Analysis with LangChain, OpenAI and ChromaDB

1 lectures
Source Code Analysis with LangChain, OpenAI and ChromaDB
14:25

Google PaLM 2 Model

3 lectures
Run PaLM 2 in Google Colab | How to use Free Google PaLM API
05:49
Chat with Multiple PDFs using PaLM 2, Pinecone and LangChain
23:35
Streamlit App | Chat with Multiple PDFs using PaLM 2, FAISS and LangChain
39:01

LlamaIndex

1 lectures
Chat with Your Documents using Llama-Index and Google PaLM 2
14:58

Đánh giá của học viên

Chưa có đánh giá
Course Rating
5
0%
4
0%
3
0%
2
0%
1
0%

Bình luận khách hàng

Viết Bình Luận

Bạn đánh giá khoá học này thế nào?

image

Đăng ký get khoá học Udemy - Unica - Gitiho giá chỉ 50k!

Get khoá học giá rẻ ngay trước khi bị fix.