Machine-Learning-Algorithms

1. Supervised Learning
2. Unsupervised Learning
3. Semi-Supervised Learning
4. Reinforcement Learning

Supervised Learning ALgorithms

1. Linear Regression
2. Logistic Regression
3. Support Vector Machine
4. Decision Tree Algorithm
5. Random Forest Algorithm
6. KNN - k-Nearest Neighbors
7. Naive Bayes

UnSupervised Learning ALgorithms

1. Clustering

• Singular Value Decomposition (SVD)
• Principal Component Analysis (PCA)
• K-Means Clustering

2. Association Analysis

• Apriori
• FP-Growth (Frequent Pattern Growth Algorithm)

3. Hidden Markov Model Algorithm

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Datasets:

Support Vector Machine

• SVM-IMDB-Movie-Review-Data
  • Dataset: https://www.kaggle.com/datasets/lakshmi25npathi/imdb-dataset-of-50k-movie-reviews
• SVM-Spam Text Message Classification
  • Dataset: Find in Support Vector Machine repo
    Decision Tree Algorithm
• Dataset: https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud Random Forest Algorithm
• Random-Forest-Credit-card-fraud-detection
  • Datasets - https://www.kaggle.com/datasets/mlg-ulb/creditcardfraud KNN - k-Nearest Neighbors - Datasets: https://www.kaggle.com/datasets/vijayaadithyanvg/iris-dataset Naive Bayes
• Naive-Bayes-Text-Classification
  • Datasets: https://www.kaggle.com/datasets/ashfakyeafi/spam-email-classification
• MultiNomial-Naive-Bayes Spam-Filters-Data
  • Datasets: https://www.kaggle.com/datasets/ashfakyeafi/spam-email-classification

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Others Important AI | ML Repos --> Please do check out

Machine Learning For Beginners:

https://github.com/microsoft/ML-For-Beginners

Machine Learning Projects:

https://github.com/shsarv/Machine-Learning-Projects https://github.com/anubhavshrimal/Machine-Learning

AI/ML/DL/CV/NLP Projects:

https://github.com/ashishpatel26/500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

Best of ML with Python:

https://github.com/ml-tooling/best-of-ml-python

Awesome Machine Learning:

https://github.com/josephmisiti/awesome-machine-learning

Machine Learning Complete:

https://github.com/Nyandwi/machine_learning_complete

Start Machine Learning:

https://github.com/louisfb01/start-machine-learning

Machine Learning YouTube Courses:

https://github.com/dair-ai/ML-YouTube-Courses

Mathematics For Machine Learning:

https://github.com/mml-book/mml-book.github.io

Machine Learning Interview:

https://github.com/khangich/machine-learning-interview

Machine Learning Book Pdf:

https://github.com/janishar/mit-deep-learning-book-pdf

Machine Learning Zoomcamp:

https://github.com/DataTalksClub/machine-learning-zoomcamp

Machine Learning Tutorials:

https://github.com/ujjwalkarn/Machine-Learning-Tutorials

machine Learning Cheatsheets:

https://github.com/afshinea/stanford-cs-229-machine-learning

Awesome Production Machine Learning:

https://github.com/EthicalML/awesome-production-machine-learning

Data Science - Machine Learning Project with Source Code:

https://github.com/durgeshsamariya/Data-Science-Machine-Learning-Project-with-Source-Code