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Machine Learning Using Pytorch

The objective of the repository is to learn and build machine learning models using Pytorch.

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MLWithPyTorch

List of Algorithms Covered

๐Ÿ“Œ Day 1 - Linear Regression
๐Ÿ“Œ Day 2 - Logistic Regression
๐Ÿ“Œ Day 3 - Decision Tree
๐Ÿ“Œ Day 4 - KMeans Clustering
๐Ÿ“Œ Day 5 - Naive Bayes
๐Ÿ“Œ Day 6 - K Nearest Neighbour (KNN)
๐Ÿ“Œ Day 7 - Support Vector Machine
๐Ÿ“Œ Day 8 - Tf-Idf Model
๐Ÿ“Œ Day 9 - Principal Components Analysis
๐Ÿ“Œ Day 10 - Lasso and Ridge Regression
๐Ÿ“Œ Day 11 - Gaussian Mixture Model
๐Ÿ“Œ Day 12 - Linear Discriminant Analysis
๐Ÿ“Œ Day 13 - Adaboost Algorithm
๐Ÿ“Œ Day 14 - DBScan Clustering
๐Ÿ“Œ Day 15 - Multi-Class LDA
๐Ÿ“Œ Day 16 - Bayesian Regression
๐Ÿ“Œ Day 17 - K-Medoids
๐Ÿ“Œ Day 18 - TSNE
๐Ÿ“Œ Day 19 - ElasticNet Regression
๐Ÿ“Œ Day 20 - Spectral Clustering
๐Ÿ“Œ Day 21 - Latent Dirichlet
๐Ÿ“Œ Day 22 - Affinity Propagation
๐Ÿ“Œ Day 23 - Gradient Descent Algorithm
๐Ÿ“Œ Day 24 - Regularization Techniques
๐Ÿ“Œ Day 25 - RANSAC Algorithm
๐Ÿ“Œ Day 26 - Normalizations
๐Ÿ“Œ Day 27 - Multi-Layer Perceptron
๐Ÿ“Œ Day 28 - Activations
๐Ÿ“Œ Day 29 - Optimizers
๐Ÿ“Œ Day 30 - Loss Functions

Let me know if there is any correction. Feedback is welcomed.

References

  • Sklearn Library
  • ML-Glossary
  • ML From Scratch (Github)

mlwithpytorch's People

Contributors

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