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
v objective diffusion inference code for PyTorch.

v-diffusion-pytorch v objective diffusion inference code for PyTorch, by Katherine Crowson (@RiversHaveWings) and Chainbreakers AI (@jd_pressman). The

Katherine Crowson 635 Dec 30, 2022
Official Repsoitory for "Mish: A Self Regularized Non-Monotonic Neural Activation Function" [BMVC 2020]

Mish: Self Regularized Non-Monotonic Activation Function BMVC 2020 (Official Paper) Notes: (Click to expand) A considerably faster version based on CU

Xa9aX ใƒ„ 1.2k Dec 29, 2022
The UI as a mobile display for OP25

OP25 Mobile Control Head A 'remote' control head that interfaces with an OP25 instance. We take advantage of some data end-points left exposed for the

Sarah Rose Giddings 13 Dec 28, 2022
The PyTorch improved version of TPAMI 2017 paper: Face Alignment in Full Pose Range: A 3D Total Solution.

Face Alignment in Full Pose Range: A 3D Total Solution By Jianzhu Guo. [Updates] 2020.8.30: The pre-trained model and code of ECCV-20 are made public

Jianzhu Guo 3.4k Jan 02, 2023
Sample Code for "Pessimism Meets Invariance: Provably Efficient Offline Mean-Field Multi-Agent RL"

Sample Code for "Pessimism Meets Invariance: Provably Efficient Offline Mean-Field Multi-Agent RL" This is the official codebase for Pessimism Meets I

3 Sep 19, 2022
FAST Aiming at the problems of cumbersome steps and slow download speed of GNSS data

FAST Aiming at the problems of cumbersome steps and slow download speed of GNSS data, a relatively complete set of integrated multi-source data download terminal software fast is developed. The softw

ChangChuntao 23 Dec 31, 2022
yolov5็›ฎๆ ‡ๆฃ€ๆต‹ๆจกๅž‹็š„็Ÿฅ่ฏ†่’ธ้ฆ๏ผˆๅŸบไบŽๅ“ๅบ”็š„่’ธ้ฆ๏ผ‰

ไปฃ็ ๅœฐๅ€๏ผš https://github.com/Sharpiless/yolov5-knowledge-distillation ๆ•™ๅธˆๆจกๅž‹๏ผš python train.py --weights weights/yolov5m.pt \ --cfg models/yolov5m.ya

52 Dec 04, 2022
A really easy-to-use and powerful sudoku solver.

SodukuSolver This is a really useful sudoku solver with a Qt gui. USAGE Enter the numbers in and click "RUN"! If you don't want to wait, simply press

Ujhhgtg Teams 11 Jun 02, 2022
The code of NeurIPS 2021 paper "Scalable Rule-Based Representation Learning for Interpretable Classification".

Rule-based Representation Learner This is a PyTorch implementation of Rule-based Representation Learner (RRL) as described in NeurIPS 2021 paper: Scal

Zhuo Wang 53 Dec 17, 2022
Single-Stage 6D Object Pose Estimation, CVPR 2020

Overview This repository contains the code for the paper Single-Stage 6D Object Pose Estimation. Yinlin Hu, Pascal Fua, Wei Wang and Mathieu Salzmann.

CVLAB @ EPFL 89 Dec 26, 2022
Official pytorch implementation of "DSPoint: Dual-scale Point Cloud Recognition with High-frequency Fusion"

DSPoint Official implementation of "DSPoint: Dual-scale Point Cloud Recognition with High-frequency Fusion". Paper link: https://arxiv.org/abs/2111.10

Ziyao Zeng 14 Feb 26, 2022
Rest API Written In Python To Classify NSFW Images.

Rest API Written In Python To Classify NSFW Images.

Wahyusaputra 2 Dec 23, 2021
Self-supervised learning algorithms provide a way to train Deep Neural Networks in an unsupervised way using contrastive losses

Self-supervised learning Self-supervised learning algorithms provide a way to train Deep Neural Networks in an unsupervised way using contrastive loss

Arijit Das 2 Mar 26, 2022
Codes for AAAI 2022 paper: Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs

Context-Aware-Healthcare Codes for AAAI 2022 paper: Context-aware Health Event Prediction via Transition Functions on Dynamic Disease Graphs Download

LuChang 9 Dec 26, 2022
Unbiased Learning To Rank Algorithms (ULTRA)

This is an Unbiased Learning To Rank Algorithms (ULTRA) toolbox, which provides a codebase for experiments and research on learning to rank with human annotated or noisy labels.

71 Dec 01, 2022
Simple Pixelbot for Diablo 2 Resurrected written in python and opencv.

Simple Pixelbot for Diablo 2 Resurrected written in python and opencv. Obviously only use it in offline mode as it is against the TOS of Blizzard to use it in online mode!

468 Jan 03, 2023
Implementation of "The Power of Scale for Parameter-Efficient Prompt Tuning"

Prompt-Tuning Implementation of "The Power of Scale for Parameter-Efficient Prompt Tuning" Currently, we support the following huggigface models: Bart

Andrew Zeng 36 Dec 19, 2022
This is an official implementation for the WTW Dataset in "Parsing Table Structures in the Wild " on table detection and table structure recognition.

WTW-Dataset This is an official implementation for the WTW Dataset in "Parsing Table Structures in the Wild " on ICCV 2021. Here, you can download the

109 Dec 29, 2022
Supporting code for short YouTube series Neural Networks Demystified.

Neural Networks Demystified Supporting iPython notebooks for the YouTube Series Neural Networks Demystified. I've included formulas, code, and the tex

Stephen 1.3k Dec 23, 2022
This is the code for ACL2021 paper A Unified Generative Framework for Aspect-Based Sentiment Analysis

This is the code for ACL2021 paper A Unified Generative Framework for Aspect-Based Sentiment Analysis Install the package in the requirements.txt, the

108 Dec 23, 2022