Objective of the repository is to learn and build machine learning models using Pytorch.
List of Algorithms Covered
π
Day 1 - Linear Regression
π
Day 2 - Logistic Regression
π
Day 3 - Decision Tree
π
Day 4 - KMeans Clustering
π
Day 5 - Naive Bayes
π
Day 6 - K Nearest Neighbour (KNN)
π
Day 7 - Support Vector Machine
π
Day 8 - Tf-Idf Model
π
Day 9 - Principal Components Analysis
π
Day 10 - Lasso and Ridge Regression
π
Day 11 - Gaussian Mixture Model
π
Day 12 - Linear Discriminant Analysis
π
Day 13 - Adaboost Algorithm
π
Day 14 - DBScan Clustering
π
Day 15 - Multi-Class LDA
π
Day 16 - Bayesian Regression
π
Day 17 - K-Medoids
π
Day 18 - TSNE
π
Day 19 - ElasticNet Regression
π
Day 20 - Spectral Clustering
π
Day 21 - Latent Dirichlet
π
Day 22 - Affinity Propagation
π
Day 23 - Gradient Descent Algorithm
π
Day 24 - Regularization Techniques
π
Day 25 - RANSAC Algorithm
π
Day 26 - Normalizations
π
Day 27 - Multi-Layer Perceptron
π
Day 28 - Activations
π
Day 29 - Optimizers
π
Day 30 - Loss Functions
Let me know if there is any correction. Feedback is welcomed.
monolish is a linear equation solver library that monolithically fuses variable data type, matrix structures, matrix data format, vendor specific data transfer APIs, and vendor specific numerical alg
Data Science A collection of neat and practical data science and machine learning projects Explore the docs Β» Report Bug Β· Request Feature Table of Co
Pyomo is a Python-based open-source software package that supports a diverse set of optimization capabilities for formulating and analyzing optimization models. Pyomo can be used to define symbolic p
This project is a community effort in constructing and maintaining an up-to-date beginner-friendly introduction to AutoML, focusing on practical systems. AutoML is a big field, and continues to grow
Mixed precision training [0] is a technique that mixes the use of full and half precision floating point numbers during training to reduce the memory bandwidth requirements and improve the computatio
River is a Python library for online machine learning. It is the result of a merger between creme and scikit-multiflow. River's ambition is to be the go-to library for doing machine learning on strea
Meerkat makes it easier for ML practitioners to interact with high-dimensional, multi-modal data. It provides simple abstractions for data inspection, model evaluation and model training supported by