Install Ollama

LLAMA 3 2 Benchmarking Overview

Inspecting LLAMA 3 2 Model

Touch Base with Ollama

Ollama Commands ollama pull ollama list ollama rm

Ollama Commands ollama server ollama show

Ollama Commands ollama cp ollama run ollama ps ollama stop

Ollama Model Commands show

Create and Run Ollama Model with Predefined Settings

Load Uncesored Models for Banned Content Generation [Only Educational Purpose

Ollama Model Commands set clear save and load

Ollama Raw API Requests

Create Documents Embeddings

Introduction to the Simplest RAG Architecture

Read Entire Markdown Files from a Directory

How to Use Ollama for Text Embeddings

Documents Retrieval from the FAISS Vector Store

Store and Load FAISS Vector Store

Documents Chunking

First Step Toward LangGraph Understanding

How State Machine Inspired LangGraph

Understanding LangGraph Example Code on High Level

LangGraph Introduction and Installation

Your First LangGraph Code with Ollama Part 1

Going Deeper in LangGraph Graph Module

Your First LangGraph Code with Ollama Part 2

Going Deeper in LangGraph ToolNode Module

Your First LangGraph Code with Ollama Part 3

Convert Excel Sheet into Markdown

Convert PDF into MarkDown File using Lang Chain Docling

How to Use os walk to Read All Files from the Given Dir

Introduction to Doclings Document Loader

Introduction to LangChain Doclings

Convert Entire Dir Documents into Markdown

Introduction

Code File and Install Requirements txt

How to Create OpenAI API Key

Introduction to OpenAI and Ollama Vision API

Introduction

Why Do We Need Vision Models for RAG

How to Use OpenAI API to Generate Image Description

Get the Image Description Using LangChain Ollama and LLAMA Vision

Get The Image Description Using Ollama and LLAMA Vision

Create Custom Retriever

Introduction to Agents Node

How to Get Company Name in Runtime for Custom Retriever

Agentic RAG in Action

Create Retriever Tool for Agent

Introduction to Agentic RAG

Create Agent Graphs

Create Rewrite and Generate Nodes

Create Document Grading Node

Create Agent Node

Why We Need Custom Retriever

Trace LLM Input Output at Langsmith

Langchain Introduction

Calling Your First Langchain Ollama API

Langsmith Setup of LLM Observability

Going a lot Deeper in the Langchain

Generating Uncensored Content in Langchain [Only Educational Purpose]

Lanchain Installation

Split MarkDown Page by Page with LangChain

Enrich MarkDown with Images Explanation using LLM

Write Code to Extract Image Description with LLM

Compare Enriched Markdown with Bare MarkDown

Setting Up the Background for Enhanced Text Extraction from PDF or Docx Data

Convert PDF with Images into MarkDown Text Data