https://github.com/anuj0918/machine-learning-algorithm

About This repository contains implementations of all Machine Learning Algorithms from scratch in Python. Mathematics required for ML .
https://github.com/anuj0918/machine-learning-algorithm

data-science linear-regression machine-learning python

Last synced: 2 months ago
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About This repository contains implementations of all Machine Learning Algorithms from scratch in Python. Mathematics required for ML .

• Host: GitHub
• URL: https://github.com/anuj0918/machine-learning-algorithm
• Owner: Anuj0918
• Created: 2023-12-31T11:53:29.000Z (over 2 years ago)
• Default Branch: main
• Last Pushed: 2024-04-09T11:35:19.000Z (over 2 years ago)
• Last Synced: 2024-08-14T05:52:44.539Z (almost 2 years ago)
• Topics: data-science, linear-regression, machine-learning, python
• Language: Jupyter Notebook
• Homepage:
• Size: 260 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

          
#Machine Learning

1️⃣ Basic

    ✅Types of ML

    ✅Challenges in ML

    ✅Overfitting and Underfitting

    🔴Testing and Validation

    🔴Cross Validation

    🔴Grid Search

    🔴Random Search

    🔴Confusion Matrix

    🔴Precision, Recall ], F1 Score

    🔴ROC-AUC Curve

 

🔥 Machine-Learning

1️⃣ K- Nearest Neighbour:-

       - Theory

       - Implementation

       

2️⃣ Linear Regression

       - What is Linear Regression

       - What is gradient descent

      

    

 3️⃣ Logistic Regression

      - Hypothesis function

      - Log Loss

      - Proof of Log loss by MLE

      - Gradient Descent Update rule for Logistic Regression

      - Gradient Descent Implementation of Logistic Regression

      🔴Multiclass Classification

      - Sk-Learn Implementation of Logistic Regression on chemical classification dataset.

      

      

5️⃣ Naive Bayes

      - Bayes Theorem Formula 

      - Bayes Theorem - Spam or not

      - Bayes Theorem - Disease or not

      - Mushroom Classification

      - Text Classification

      🔴 Project on Naive Bayes

      

6️⃣ Decision Tree 

      - Entropy

      - Information Gain

      - Process Kaggle Titanic Dataset 

      - Implementation of Information Gain

      - Implementation of Decision Tree

      - Making Predictions

      - Decision Trees using Sci-kit Learn