Announcement-on-ML

ML Resources

ML Course	Description
Master LangGraph with Ollama - Agentic Chatbot and RAG	Master LangGraph, Ollama, and Agentic RAG. Ollama, LLAMA, LLAMA 3.2, FAISS, RAG, Deploy RAG, Gen AI, LLM
Master Langchain and Ollama - Chatbot, RAG and Agents	Master Langchain v0.3, Private Chatbot, Deploy LLM App. Ollama, LLAMA, LLAMA 3.2, FAISS, RAG, Deploy RAG, Gen AI, LLM
Fine Tuning LLM with HuggingFace Transformers for NLP	Learn how to fine tune LLM with custom dataset. You will learn basics of transformers then fine tune LLM
Data Visualization in Python Masterclass™: Beginners to Pro	Learn to build Machine Learning and Deep Learning models using Python and its libraries like Scikit-Learn, Keras, and TensorFlow.
Python for Machine Learning: A Step-by-Step Guide	Learn to build Machine Learning and Deep Learning models using Python and its libraries like Scikit-Learn, Keras, and TensorFlow.
Deep Learning for Beginners with Python	Neural Networks, TensorFlow, ANN, CNN, RNN, LSTM, Transfer Learning and Much More.
Python for Linear Regression in Machine Learning	Learn to build Linear Regression models using Python and its libraries like Scikit-Learn.
Introduction to Spacy 3 for Natural Language Processing	Learn to build Natural Language Processing models using Python and its libraries like Spacy.
Advanced Machine Learning and Deep Learning Projects	Learn to build Advanced Machine Learning and Deep Learning models using Python and transformer models like BERT, GPT-2, and XLNet.
Natural Language Processing in Python for Beginners	Learn to build Natural Language Processing Projects using Spacy, NLTK, and Gensim, and transformer models like BERT, GPT-2, and XLNet.
Deployment of Machine Learning Models in Production in Python	Learn to deploy Machine Learning and Deep Learning models using Python and its libraries like Flask, Streamlit, and NGINX.
R 4.0 Programming for Data Science - Beginners to Pro	Learn to build Machine Learning and Deep Learning models using R and its libraries like caret, tidyverse, and keras.

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LangGraph-and-Ollama

• Ollama setup

  • Installation
  • Basic Commands
  • Base URL
  • Direct API Call

• LangChain Getting Started

  • Installation
  • Simple Chain
  • Langsmith Tracing Setup

• LangGraph Getting Started

  • Installation
  • Flow Network / NetworkX
  • GitHub Repository Deep Dive
  • Tavily and LangChain API
  • Langchain and Ollama Repository Deep Dive
  • LangGraph Simple Chatbot

• Type Hinting and Data Validation [Must]

  • Python class and Initializers

    • Explain this with diagram

  • Simple python type hinting

  • Typing module type hinding

    • Str, Int, Float, List, Tuple, Dict, Set
    • Union, Optional, Any
    • Annotated
    • TypedDict

  • Pydantic Data Validation

    • BaseModel
    • Field
    • Literal

• LangGraph Definition

  • State
  • Graph
  • GraphState

• Your Personal Chatbot with LangGraph and Ollama | First Step Toward Agent

  • Simple Chatbot
  • Memory Enabled Chatbot
  • Enhacing Chatbot with Tool Call [First Step Towards Agent]

• Text to MySQL Query Agent

  • Simple Text to MySQL Query Agent
  • Simple Flow Network Implementation
  • Agentic MySQL Query Agent

• Agentic RAG

  • Introduction to Vector Database
  • Introduction to RAG
  • Data Ingestion
  • Data Query
  • RAG Agent Implementation