supervised-learning | Topic | Ecosyste.ms: Repos

Topic: "supervised-learning"

MLEveryday/100-Days-Of-ML-Code

100-Days-Of-ML-Code中文版

Language: Jupyter Notebook - Size: 42.8 MB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 21,722 - Forks: 5,539

afshinea/stanford-cs-229-machine-learning

VIP cheatsheets for Stanford's CS 229 Machine Learning

Size: 36.6 MB - Last synced at: 3 months ago - Pushed at: about 5 years ago - Stars: 17,985 - Forks: 3,999

liuruoze/EasyPR

(CGCSTCD'2017) An easy, flexible, and accurate plate recognition project for Chinese licenses in unconstrained situations. CGCSTCD = China Graduate Contest on Smart-city Technology and Creative Design

Language: C++ - Size: 186 MB - Last synced at: 30 days ago - Pushed at: about 1 year ago - Stars: 6,391 - Forks: 2,499

rasbt/mlxtend

A library of extension and helper modules for Python's data analysis and machine learning libraries.

Language: Python - Size: 94 MB - Last synced at: 4 days ago - Pushed at: 5 months ago - Stars: 5,023 - Forks: 881

ZhaoJ9014/face.evoLVe

🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥

Language: Python - Size: 8.11 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 3,514 - Forks: 759

benedekrozemberczki/karateclub

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

Language: Python - Size: 28 MB - Last synced at: 30 days ago - Pushed at: 11 months ago - Stars: 2,226 - Forks: 252

Lightning-Universe/lightning-bolts

Toolbox of models, callbacks, and datasets for AI/ML researchers.

Language: Python - Size: 5.42 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 1,730 - Forks: 320

google/uis-rnn

This is the library for the Unbounded Interleaved-State Recurrent Neural Network (UIS-RNN) algorithm, corresponding to the paper Fully Supervised Speaker Diarization.

Language: Python - Size: 107 MB - Last synced at: 22 days ago - Pushed at: 9 months ago - Stars: 1,574 - Forks: 321

csinva/imodels

Interpretable ML package 🔍 for concise, transparent, and accurate predictive modeling (sklearn-compatible).

Language: Jupyter Notebook - Size: 162 MB - Last synced at: 4 days ago - Pushed at: 18 days ago - Stars: 1,467 - Forks: 125

code-kern-ai/refinery

The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

Language: Python - Size: 3.54 MB - Last synced at: 30 days ago - Pushed at: 6 months ago - Stars: 1,438 - Forks: 71

scorpionhiccup/StockPricePrediction

Stock Price Prediction using Machine Learning Techniques

Language: Jupyter Notebook - Size: 7.53 MB - Last synced at: 28 days ago - Pushed at: almost 2 years ago - Stars: 1,438 - Forks: 432

Ceruleanacg/Personae

📈 Personae is a repo of implements and environment of Deep Reinforcement Learning & Supervised Learning for Quantitative Trading.

Language: Python - Size: 31.1 MB - Last synced at: 3 months ago - Pushed at: over 6 years ago - Stars: 1,379 - Forks: 340

Minqi824/ADBench

Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.

Language: Python - Size: 2.01 GB - Last synced at: 22 days ago - Pushed at: almost 2 years ago - Stars: 940 - Forks: 141

mrsaeeddev/free-ai-resources

🚀 FREE AI Resources - 🎓 Courses, 👷 Jobs, 📝 Blogs, 🔬 AI Research, and many more - for everyone!

Size: 482 KB - Last synced at: 11 days ago - Pushed at: about 1 year ago - Stars: 895 - Forks: 194

ikergarcia1996/Self-Driving-Car-in-Video-Games

A deep neural network that learns to drive in video games

Language: Python - Size: 160 MB - Last synced at: 27 days ago - Pushed at: over 1 year ago - Stars: 761 - Forks: 108

davidsbatista/Annotated-Semantic-Relationships-Datasets

A collections of public and free annotated datasets of relationships between entities/nominals (Portuguese and English)

Size: 51.1 MB - Last synced at: about 1 year ago - Pushed at: almost 4 years ago - Stars: 682 - Forks: 132

achuthasubhash/Complete-Life-Cycle-of-a-Data-Science-Project

Complete-Life-Cycle-of-a-Data-Science-Project

Size: 156 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 609 - Forks: 250

Sergio0694/NeuralNetwork.NET

A TensorFlow-inspired neural network library built from scratch in C# 7.3 for .NET Standard 2.0, with GPU support through cuDNN

Language: C# - Size: 13.1 MB - Last synced at: 28 days ago - Pushed at: over 2 years ago - Stars: 559 - Forks: 87

gitanat/simple-ocr-opencv

A simple python OCR engine using opencv

Language: Python - Size: 559 KB - Last synced at: 7 days ago - Pushed at: over 1 year ago - Stars: 532 - Forks: 178

vikasverma1077/manifold_mixup

Code for reproducing Manifold Mixup results (ICML 2019)

Language: Python - Size: 40.4 MB - Last synced at: 3 months ago - Pushed at: about 1 year ago - Stars: 487 - Forks: 63

alexklwong/awesome-state-of-depth-completion

Current state of supervised and unsupervised depth completion methods

Size: 16.2 MB - Last synced at: about 1 month ago - Pushed at: 3 months ago - Stars: 463 - Forks: 24

madhug-nadig/Machine-Learning-Algorithms-from-Scratch

Implementing machine learning algorithms from scratch.

Language: Python - Size: 187 KB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 374 - Forks: 322

PaddlePaddle/PaddleScience

PaddleScience is SDK and library for developing AI-driven scientific computing applications based on PaddlePaddle.

Language: Python - Size: 72.6 MB - Last synced at: 1 day ago - Pushed at: 11 days ago - Stars: 372 - Forks: 214

yhyu13/AlphaGOZero-python-tensorflow

Congratulation to DeepMind! This is a reengineering implementation (on behalf of many other git repo in /support/) of DeepMind's Oct19th publication: [Mastering the Game of Go without Human Knowledge]. The supervised learning approach is more practical for individuals. (This repository has single purpose of education only)

Language: Python - Size: 185 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 341 - Forks: 113

liuruoze/mini-AlphaStar

(JAIR'2022) A mini-scale reproduction code of the AlphaStar program. Note: the original AlphaStar is the AI proposed by DeepMind to play StarCraft II. JAIR = Journal of Artificial Intelligence Research.

Language: Python - Size: 908 KB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 333 - Forks: 57

phurwicz/hover

:speedboat: Label data at scale. Fun and precision included.

Language: Python - Size: 294 MB - Last synced at: 17 days ago - Pushed at: 17 days ago - Stars: 327 - Forks: 19

GT-RIPL/L2C

Learning to Cluster. A deep clustering strategy.

Language: Python - Size: 431 KB - Last synced at: about 1 month ago - Pushed at: over 5 years ago - Stars: 315 - Forks: 49

toodef/neural-pipeline 📦

Neural networks training pipeline based on PyTorch

Language: Python - Size: 13.6 MB - Last synced at: about 1 hour ago - Pushed at: about 5 years ago - Stars: 312 - Forks: 24

diffusion-classifier/diffusion-classifier

Diffusion Classifier leverages pretrained diffusion models to perform zero-shot classification without additional training

Language: Python - Size: 736 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 308 - Forks: 16

AFAgarap/cnn-svm 📦

An Architecture Combining Convolutional Neural Network (CNN) and Linear Support Vector Machine (SVM) for Image Classification

Language: Python - Size: 63.1 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 307 - Forks: 125

jxareas/Machine-Learning-Notebooks

The full collection of Jupyter Notebook labs from Andrew Ng's Machine Learning Specialization.

Language: Jupyter Notebook - Size: 26.4 MB - Last synced at: 28 days ago - Pushed at: 3 months ago - Stars: 300 - Forks: 111

jayshah19949596/Machine-Learning-Models

Decision Trees, Random Forest, Dynamic Time Warping, Naive Bayes, KNN, Linear Regression, Logistic Regression, Mixture Of Gaussian, Neural Network, PCA, SVD, Gaussian Naive Bayes, Fitting Data to Gaussian, K-Means

Language: Matlab - Size: 4.88 MB - Last synced at: over 1 year ago - Pushed at: about 8 years ago - Stars: 291 - Forks: 143

a-martyn/ISL-python

Solutions to labs and excercises from An Introduction to Statistical Learning, as Jupyter Notebooks.

Language: Jupyter Notebook - Size: 64.5 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 286 - Forks: 114

frontbenchHQ/Data-Science-Free

Free Resources For Data Science created by Shubham Kumar

Size: 1.57 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 267 - Forks: 173

dvlab-research/Parametric-Contrastive-Learning

Parametric Contrastive Learning (ICCV2021) & GPaCo (TPAMI 2023)

Language: Python - Size: 18.4 MB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 251 - Forks: 32

wjn1996/HugNLP

HugNLP is a unified and comprehensive NLP library based on HuggingFace Transformer. Please hugging for NLP now!😊 HugNLP will released to @HugAILab

Language: Python - Size: 3.71 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 247 - Forks: 13

jaswinder9051998/zoofs

zoofs is a python library for performing feature selection using a variety of nature-inspired wrapper algorithms. The algorithms range from swarm-intelligence to physics-based to Evolutionary. It's easy to use , flexible and powerful tool to reduce your feature size.

Language: Python - Size: 6.75 MB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 245 - Forks: 46

AdrianAntico/AutoQuant

R package for automation of machine learning, forecasting, model evaluation, and model interpretation

Language: R - Size: 804 MB - Last synced at: 28 days ago - Pushed at: about 2 months ago - Stars: 243 - Forks: 43

Jean-njoroge/Breast-cancer-risk-prediction

Classification of Breast Cancer diagnosis Using Support Vector Machines

Language: Jupyter Notebook - Size: 1.74 MB - Last synced at: 7 months ago - Pushed at: over 2 years ago - Stars: 237 - Forks: 127

koalaverse/homlr

Supplementary material for Hands-On Machine Learning with R, an applied book covering the fundamentals of machine learning with R.

Language: CSS - Size: 308 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 232 - Forks: 88

RTIInternational/SMART

Smarter Manual Annotation for Resource-constrained collection of Training data

Language: Python - Size: 129 MB - Last synced at: 19 days ago - Pushed at: 7 months ago - Stars: 228 - Forks: 32

hukenovs/coursera_ml_da_specialization

Coursera Specialization: Machine Learning and Data Analysis (Yandex & MIPT)

Language: Jupyter Notebook - Size: 370 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 205 - Forks: 75

kevinlin311tw/Caffe-DeepBinaryCode

Supervised Semantics-preserving Deep Hashing (TPAMI18)

Language: C++ - Size: 102 MB - Last synced at: 11 months ago - Pushed at: over 8 years ago - Stars: 205 - Forks: 83

zilongzhong/SSRN

This is a tensorflow and keras based implementation of SSRNs in the IEEE T-GRS paper "Spectral-Spatial Residual Network for Hyperspectral Image Classification: A 3-D Deep Learning Framework".

Language: Python - Size: 48.5 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 204 - Forks: 71

Laurae2/Laurae

Advanced High Performance Data Science Toolbox for R by Laurae

Language: R - Size: 579 KB - Last synced at: 7 months ago - Pushed at: about 8 years ago - Stars: 204 - Forks: 50

gabrielhuang/reptile-pytorch

A PyTorch implementation of OpenAI's REPTILE algorithm

Language: Jupyter Notebook - Size: 260 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 198 - Forks: 38

giacbrd/ShallowLearn

An experiment about re-implementing supervised learning models based on shallow neural network approaches (e.g. fastText) with some additional exclusive features and nice API. Written in Python and fully compatible with Scikit-learn.

Language: Python - Size: 537 KB - Last synced at: 8 days ago - Pushed at: almost 8 years ago - Stars: 198 - Forks: 29

RayDean/MachineLearning

【火炉炼AI】-机器学习系列文章

Language: Jupyter Notebook - Size: 88 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 196 - Forks: 88

snrazavi/Machine_Learning_2018

Codes and Project for Machine Learning Course, Fall 2018, University of Tabriz

Language: Jupyter Notebook - Size: 36.8 MB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 193 - Forks: 103

quocviethere/Coursera-Machine-Learning-Specialization

2022 Coursera Machine Learning Specialization Optional Labs and Programming Assignments

Language: Jupyter Notebook - Size: 6.8 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 183 - Forks: 139

Mogeng/IOHMM

Input Output Hidden Markov Model (IOHMM) in Python

Language: Python - Size: 1.03 MB - Last synced at: 8 days ago - Pushed at: about 1 year ago - Stars: 167 - Forks: 36

AFAgarap/malware-classification

Towards Building an Intelligent Anti-Malware System: A Deep Learning Approach using Support Vector Machine for Malware Classification

Language: Python - Size: 114 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 154 - Forks: 78

tirthajyoti/Interactive_Machine_Learning

IPython widgets, interactive plots, interactive machine learning

Language: Jupyter Notebook - Size: 2.57 MB - Last synced at: 2 months ago - Pushed at: about 6 years ago - Stars: 151 - Forks: 82

mlr-org/mlr3proba

Probabilistic Learning for mlr3

Language: R - Size: 23.3 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 137 - Forks: 21

AFAgarap/gru-svm

[ICMLC 2018] A Neural Network Architecture Combining Gated Recurrent Unit (GRU) and Support Vector Machine (SVM) for Intrusion Detection

Language: Python - Size: 98 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 135 - Forks: 38

wgcban/SemiCD

Revisiting Consistency Regularization for Semi-supervised Change Detection in Remote Sensing Images

Language: Python - Size: 2.3 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 134 - Forks: 19

SparshaSaha/Hand-Gesture-Recognition-Using-Background-Elllimination-and-Convolution-Neural-Network

Hand Gesture Recognition using Convolution Neural Network built using Tensorflow, OpenCV and python

Language: Python - Size: 196 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 134 - Forks: 57

rickiepark/python-machine-learning-book-3rd-edition

<머신 러닝 교과서 3판>의 코드 저장소

Language: Jupyter Notebook - Size: 288 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 122 - Forks: 88

chayandatta/Heart_disease_prediction

Heart Disease prediction using 5 algorithms

Language: Jupyter Notebook - Size: 12 MB - Last synced at: about 1 month ago - Pushed at: 8 months ago - Stars: 118 - Forks: 42

mfbalin/Concrete-Autoencoders

Language: Jupyter Notebook - Size: 356 KB - Last synced at: 11 days ago - Pushed at: about 3 years ago - Stars: 118 - Forks: 31

yconst/YCML 📦

A Machine Learning and Optimization framework for Objective-C and Swift (MacOS and iOS)

Language: Objective-C - Size: 669 KB - Last synced at: about 2 months ago - Pushed at: over 8 years ago - Stars: 116 - Forks: 21

felixriese/susi

SuSi: Python package for unsupervised, supervised and semi-supervised self-organizing maps (SOM)

Language: Python - Size: 3.71 MB - Last synced at: 20 days ago - Pushed at: 5 months ago - Stars: 112 - Forks: 22

chen0040/keras-video-classifier

Keras implementation of video classifier

Language: Python - Size: 230 MB - Last synced at: 3 months ago - Pushed at: almost 7 years ago - Stars: 111 - Forks: 52

christopherjenness/ML-lib

An extensive machine learning library, made from scratch (Python).

Language: Python - Size: 134 KB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 107 - Forks: 19

asingh33/SupervisedChromeTrex

In this project I will try to train Chrome's Trex/Dino character to learn to play by looking my gameplay (Supervised).

Language: Python - Size: 2.08 MB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 102 - Forks: 23

php-ai/php-mlx

PHP-MLX (php-ml next generation) - Machine Learning library for PHP

Size: 2.93 KB - Last synced at: 7 days ago - Pushed at: almost 5 years ago - Stars: 97 - Forks: 10

Piyush-Bhardwaj/EEG-based-emotion-analysis-using-DEAP-dataset-for-Supervised-Machine-Learning

This project is for classification of emotions using EEG signals recorded in the DEAP dataset to achieve high accuracy score using machine learning algorithms such as Support vector machine and K - Nearest Neighbor.

Language: Python - Size: 3.55 MB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 96 - Forks: 43

azminewasi/Awesome-Graph-Research-ICLR2024

It is a comprehensive resource hub compiling all graph papers accepted at the International Conference on Learning Representations (ICLR) in 2024.

Size: 1.93 MB - Last synced at: 5 days ago - Pushed at: 7 months ago - Stars: 95 - Forks: 6

billpsomas/simpool

This repo contains the official implementation of ICCV 2023 paper "Keep It SimPool: Who Said Supervised Transformers Suffer from Attention Deficit?"

Language: Python - Size: 4.62 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 92 - Forks: 2

tomtung/omikuji

An efficient implementation of Partitioned Label Trees & its variations for extreme multi-label classification

Language: Rust - Size: 22.1 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 88 - Forks: 11

ilia10000/LO-Shot

Papers and code related to 'Less Than One'-Shot (LO-Shot) Learning

Language: Jupyter Notebook - Size: 14.6 MB - Last synced at: about 1 month ago - Pushed at: 11 months ago - Stars: 86 - Forks: 13

nikp06/subwAI

Scripts for training an AI to play the endless runner Subway Surfers using a supervised machine learning approach by imitation and a convolutional neural network (CNN) for image classification

Language: Python - Size: 66.4 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 86 - Forks: 20

khanhnamle1994/machine-learning

Programming Assignments and Lectures for Andrew Ng's "Machine Learning" Coursera course

Language: Matlab - Size: 121 MB - Last synced at: 4 months ago - Pushed at: over 7 years ago - Stars: 86 - Forks: 46

zyxue/sutton-barto-rl-exercises

📖Learning reinforcement learning by implementing the algorithms from reinforcement learning an introduction

Language: Jupyter Notebook - Size: 74.1 MB - Last synced at: 3 months ago - Pushed at: 11 months ago - Stars: 82 - Forks: 29

GT-RIPL/robo-vln

Pytorch code for ICRA'21 paper: "Hierarchical Cross-Modal Agent for Robotics Vision-and-Language Navigation"

Language: Python - Size: 33.3 MB - Last synced at: about 2 months ago - Pushed at: 12 months ago - Stars: 78 - Forks: 8

slalit360/Data-Science-ML-Cheat-Sheet-Books-Oreilly-

Data Science + ML Cheat Sheet collection by me

Language: Jupyter Notebook - Size: 208 MB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 78 - Forks: 48

UrbsLab/STREAMLINE

Simple Transparent End-To-End Automated Machine Learning Pipeline for Supervised Learning in Tabular Binary Classification Data

Language: Jupyter Notebook - Size: 595 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 76 - Forks: 11

EscVM/RAMS

Official TensorFlow code for paper "Multi-Image Super Resolution of Remotely Sensed Images Using Residual Attention Deep Neural Networks".

Language: Jupyter Notebook - Size: 707 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 73 - Forks: 18

lucylow/Deep-Learning-Mahjong---

Reinforcement learning (RL) implementation of imperfect information game Mahjong using markov decision processes to predict future game states

Language: JavaScript - Size: 476 KB - Last synced at: about 1 year ago - Pushed at: almost 3 years ago - Stars: 72 - Forks: 10

jaybutera/tetrisRL

A Tetris environment to train machine learning agents

Language: Python - Size: 206 KB - Last synced at: 28 days ago - Pushed at: over 1 year ago - Stars: 68 - Forks: 19

Labo-Lacourse/stepmix

A Python package following the scikit-learn API for model-based clustering and generalized mixture modeling (latent class/profile analysis) of continuous and categorical data. StepMix handles missing values through Full Information Maximum Likelihood (FIML) and provides multiple stepwise Expectation-Maximization (EM) estimation methods.

Language: Python - Size: 469 KB - Last synced at: about 1 month ago - Pushed at: 8 months ago - Stars: 67 - Forks: 4

PJalgotrader/ML-USU-SP21

ECN 5090- Machine Learning in Economics and Finance (Python)

Language: HTML - Size: 60.3 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 67 - Forks: 107

mjpyeon/wavenet-classifier

Keras Implementation of Deepmind's WaveNet for Supervised Learning Tasks

Language: Python - Size: 12.7 KB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 57 - Forks: 11

AFAgarap/wisconsin-breast-cancer 📦

[ICMLSC 2018] On Breast Cancer Detection: An Application of Machine Learning Algorithms on the Wisconsin Diagnostic Dataset

Language: Python - Size: 7.57 MB - Last synced at: 7 months ago - Pushed at: about 2 years ago - Stars: 56 - Forks: 26

erachelson/MLclass

My main Machine Learning class

Language: Jupyter Notebook - Size: 196 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 56 - Forks: 132

tayebiarasteh/PV_defect_detection

Multi-label defect detection for Solar Cells from Electroluminescence images of the modules, using Deep Learning

Language: Python - Size: 64.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 55 - Forks: 10

shellysheynin/A-Hierarchical-Transformation-Discriminating-Generative-Model-for-Few-Shot-Anomaly-Detection

Official pytorch implementation of the paper: "A Hierarchical Transformation-Discriminating Generative Model for Few Shot Anomaly Detection"

Language: Python - Size: 2.03 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 55 - Forks: 13

reddyprasade/Machine-Learning-with-Scikit-Learn-Python-3.x

In general, a learning problem considers a set of n samples of data and then tries to predict properties of unknown data. If each sample is more than a single number and, for instance, a multi-dimensional entry (aka multivariate data), it is said to have several attributes or features. Learning problems fall into a few categories: supervised learning, in which the data comes with additional attributes that we want to predict (Click here to go to the scikit-learn supervised learning page).This problem can be either: classification: samples belong to two or more classes and we want to learn from already labeled data how to predict the class of unlabeled data. An example of a classification problem would be handwritten digit recognition, in which the aim is to assign each input vector to one of a finite number of discrete categories. Another way to think of classification is as a discrete (as opposed to continuous) form of supervised learning where one has a limited number of categories and for each of the n samples provided, one is to try to label them with the correct category or class. regression: if the desired output consists of one or more continuous variables, then the task is called regression. An example of a regression problem would be the prediction of the length of a salmon as a function of its age and weight. unsupervised learning, in which the training data consists of a set of input vectors x without any corresponding target values. The goal in such problems may be to discover groups of similar examples within the data, where it is called clustering, or to determine the distribution of data within the input space, known as density estimation, or to project the data from a high-dimensional space down to two or three dimensions for the purpose of visualization (Click here to go to the Scikit-Learn unsupervised learning page).

Language: Jupyter Notebook - Size: 72.8 MB - Last synced at: 3 months ago - Pushed at: about 4 years ago - Stars: 55 - Forks: 25