Objective of the repository is to learn and build machine learning models using Pytorch. 30DaysofML Using Pytorch

Overview

MLWithPyTorch

30 Days Of Machine Learning Using Pytorch

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

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

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

References

  • Sklearn Library
  • ML-Glossary
  • ML From Scratch (Github)
Owner
Mayur
Waiting for Robot Uprising !
Mayur
Implementation of Memory-Compressed Attention, from the paper "Generating Wikipedia By Summarizing Long Sequences"

Memory Compressed Attention Implementation of the Self-Attention layer of the proposed Memory-Compressed Attention, in Pytorch. This repository offers

Phil Wang 47 Dec 23, 2022
The codes and related files to reproduce the results for Image Similarity Challenge Track 1.

ISC-Track1-Submission The codes and related files to reproduce the results for Image Similarity Challenge Track 1. Required dependencies To begin with

Wenhao Wang 115 Jan 02, 2023
Docker containers of baseline agents for the Crafter environment

Crafter Baselines This repository contains Docker containers for running various baselines on the Crafter environment. Reward Agents DreamerV2 based o

Danijar Hafner 17 Sep 25, 2022
TJU Deep Learning & Neural Network

Deep_Learning & Neural_Network_Lab ๅฎž้ชŒ็Žฏๅขƒ Python 3.9 Anaconda3(ๅฎ˜็ฝ‘ไธ‹่ฝฝๆˆ–ๆธ…ๅŽ้•œๅƒ้ƒฝ่กŒ) PyTorch 1.10.1(ๅฎ‰่ฃ…ไปฃ็ ๅฆ‚ไธ‹) conda install pytorch torchvision torchaudio cudatool

St3ve Lee 1 Jan 19, 2022
Code for our WACV 2022 paper "Hyper-Convolution Networks for Biomedical Image Segmentation"

Hyper-Convolution Networks for Biomedical Image Segmentation Code for our WACV 2022 paper "Hyper-Convolution Networks for Biomedical Image Segmentatio

Tianyu Ma 17 Nov 02, 2022
Segmentation models with pretrained backbones. PyTorch.

Python library with Neural Networks for Image Segmentation based on PyTorch. The main features of this library are: High level API (just two lines to

Pavel Yakubovskiy 6.6k Jan 06, 2023
An efficient toolkit for Face Stylization based on the paper "AgileGAN: Stylizing Portraits by Inversion-Consistent Transfer Learning"

MMGEN-FaceStylor English | ็ฎ€ไฝ“ไธญๆ–‡ Introduction This repo is an efficient toolkit for Face Stylization based on the paper "AgileGAN: Stylizing Portraits

OpenMMLab 182 Dec 27, 2022
An official PyTorch implementation of the TKDE paper "Self-Supervised Graph Representation Learning via Topology Transformations".

Self-Supervised Graph Representation Learning via Topology Transformations This repository is the official PyTorch implementation of the following pap

Hsiang Gao 2 Oct 31, 2022
PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models

PipeTransformer: Automated Elastic Pipelining for Distributed Training of Large-scale Models This repository is the official implementation of the fol

DistributedML 41 Dec 06, 2022
Code for "ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-on", accepted at WACV 2021 Generation of Human Behavior Workshop.

ShineOn: Illuminating Design Choices for Practical Video-based Virtual Clothing Try-on [ Paper ] [ Project Page ] This repository contains the code fo

Andrew Jong 97 Dec 13, 2022
Awesome Long-Tailed Learning

Awesome Long-Tailed Learning This repo pays specially attention to the long-tailed distribution, where labels follow a long-tailed or power-law distri

Stomach_ache 284 Jan 06, 2023
This repo provides code for QB-Norm (Cross Modal Retrieval with Querybank Normalisation)

This repo provides code for QB-Norm (Cross Modal Retrieval with Querybank Normalisation) Usage example python dynamic_inverted_softmax.py --sims_train

36 Dec 29, 2022
Temporally Efficient Vision Transformer for Video Instance Segmentation, CVPR 2022, Oral

Temporally Efficient Vision Transformer for Video Instance Segmentation Temporally Efficient Vision Transformer for Video Instance Segmentation (CVPR

Hust Visual Learning Team 203 Dec 31, 2022
Implementation of CVAE. Trained CVAE on faces from UTKFace Dataset to produce synthetic faces with a given degree of happiness/smileyness.

Conditional Smiles! (SmileCVAE) About Implementation of AE, VAE and CVAE. Trained CVAE on faces from UTKFace Dataset. Using an encoding of the Smile-s

Raรบl Ortega 3 Jan 09, 2022
PyTorch experiments with the Zalando fashion-mnist dataset

zalando-pytorch PyTorch experiments with the Zalando fashion-mnist dataset Project Organization โ”œโ”€โ”€ LICENSE โ”œโ”€โ”€ Makefile - Makefile with co

Federico Baldassarre 31 Sep 25, 2021
PyTorchCV: A PyTorch-Based Framework for Deep Learning in Computer Vision.

PyTorchCV: A PyTorch-Based Framework for Deep Learning in Computer Vision @misc{CV2018, author = {Donny You ( Donny You 40 Sep 14, 2022

Implementation of the ICCV'21 paper Temporally-Coherent Surface Reconstruction via Metric-Consistent Atlases

Temporally-Coherent Surface Reconstruction via Metric-Consistent Atlases [Papers 1, 2][Project page] [Video] The implementation of the papers Temporal

56 Nov 21, 2022
Iterative Training: Finding Binary Weight Deep Neural Networks with Layer Binarization

Iterative Training: Finding Binary Weight Deep Neural Networks with Layer Binarization This repository contains the source code for the paper (link wi

Rakuten Group, Inc. 0 Nov 19, 2021
Unofficial PyTorch implementation of MobileViT based on paper "MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer".

MobileViT RegNet Unofficial PyTorch implementation of MobileViT based on paper MOBILEVIT: LIGHT-WEIGHT, GENERAL-PURPOSE, AND MOBILE-FRIENDLY VISION TR

Hong-Jia Chen 91 Dec 02, 2022
The LaTeX and Python code for generating the paper, experiments' results and visualizations reported in each paper is available (whenever possible) in the paper's directory

This repository contains the software implementation of most algorithms used or developed in my research. The LaTeX and Python code for generating the

Joรฃo Fonseca 3 Jan 03, 2023