Basic Machine Learning

This repository contains a topic-wise curated list of Machine Learning and Deep Learning tutorials, articles and other resources.

Introduction
Interview Resources
Artificial Intelligence
Genetic Algorithms
Statistics
Useful Blogs
Resources on Quora
Resources on Kaggle
Cheat Sheets
Classification
Linear Regression
Logistic Regression
Model Validation using Resampling
- Cross Validation
- Bootstraping
Deep Learning
- Frameworks
- Feed Forward Networks
- Recurrent Neural Nets, LSTM, GRU
- Restricted Boltzmann Machine, DBNs
- Autoencoders
- Convolutional Neural Nets
- Graph Representation Learning
Natural Language Processing
- Topic Modeling, LDA
- Word2Vec
Computer Vision
Support Vector Machine
Reinforcement Learning
Decision Trees
Random Forest / Bagging
Boosting
Ensembles
Stacking Models
VC Dimension
Bayesian Machine Learning
Semi Supervised Learning
Optimizations
Other Useful Tutorials

Introduction

Machine Learning Course by Andrew Ng (Stanford University)

Contributing

Have anything in mind that you think is awesome and would fit in this list? Feel free to send me a pull request!

This is a repo of basic Machine Learning!

Related tags

Overview

Basic Machine Learning

Contents

Introduction

Contributing

Our valuable Contributors 👩‍💻 👨‍💻 :

Owner

Ekram Asif

Code for Talk-to-Edit (ICCV2021). Paper: Talk-to-Edit: Fine-Grained Facial Editing via Dialog.

FS2KToolbox FS2K Dataset Towards the translation between Face

Boundary-preserving Mask R-CNN (ECCV 2020)

project page for VinVL

Implementation of "Learning Multi-Granular Hypergraphs for Video-Based Person Re-Identification"

A simple, fully convolutional model for real-time instance segmentation.

Code for "Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Search"

THIS IS THE OLD PYMC PROJECT. PLEASE USE PYMC3 INSTEAD:

[CVPR 2021] Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision

TorchGRL is the source code for our paper Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments for IV 2022.

The source code for 'Noisy-Labeled NER with Confidence Estimation' accepted by NAACL 2021

PyTorch implementation of Deformable Convolution

This repository contains code, network definitions and pre-trained models for working on remote sensing images using deep learning

Contextualized Perturbation for Textual Adversarial Attack, NAACL 2021

Sudoku solver - A sudoku solver with python

Next-gen Rowhammer fuzzer that uses non-uniform, frequency-based patterns.

Semi-Supervised Learning for Fine-Grained Classification

FSL-Mate: A collection of resources for few-shot learning (FSL).

code for "Self-supervised edge features for improved Graph Neural Network training",

Dynamic View Synthesis from Dynamic Monocular Video

This is a repo of basic Machine Learning!

Related tags

Overview

Basic Machine Learning

Contents

Introduction

Contributing

Our valuable Contributors 👩‍💻 👨‍💻 :

Owner

Ekram Asif

Code for Talk-to-Edit (ICCV2021). Paper: Talk-to-Edit: Fine-Grained Facial Editing via Dialog.

FS2KToolbox FS2K Dataset Towards the translation between Face

Boundary-preserving Mask R-CNN (ECCV 2020)

project page for VinVL

Implementation of "Learning Multi-Granular Hypergraphs for Video-Based Person Re-Identification"

A simple, fully convolutional model for real-time instance segmentation.

Code for "Contextual Non-Local Alignment over Full-Scale Representation for Text-Based Person Search"

THIS IS THE **OLD** PYMC PROJECT. PLEASE USE PYMC3 INSTEAD:

[CVPR 2021] Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision

TorchGRL is the source code for our paper Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments for IV 2022.

The source code for 'Noisy-Labeled NER with Confidence Estimation' accepted by NAACL 2021

PyTorch implementation of Deformable Convolution

This repository contains code, network definitions and pre-trained models for working on remote sensing images using deep learning

Contextualized Perturbation for Textual Adversarial Attack, NAACL 2021

Sudoku solver - A sudoku solver with python

Next-gen Rowhammer fuzzer that uses non-uniform, frequency-based patterns.

Semi-Supervised Learning for Fine-Grained Classification

FSL-Mate: A collection of resources for few-shot learning (FSL).

code for "Self-supervised edge features for improved Graph Neural Network training",

Dynamic View Synthesis from Dynamic Monocular Video

THIS IS THE OLD PYMC PROJECT. PLEASE USE PYMC3 INSTEAD: