feature-extraction

There are 43 repositories under feature-extraction topic.

tsfresh
blue-yonder / tsfresh
Automatic extraction of relevant features from time series:
data-science feature-extraction time-series
Language:Jupyter Notebook 8076
lukemelas / EfficientNet-PyTorch
A PyTorch implementation of EfficientNet
efficientnet-pytorch feature-extraction imagenet pretrained-models
Language:Python 7742
BoltzmannEntropy / interviews.ai
It is my belief that you, the postgraduate students and job-seekers for whom the book is primarily meant will benefit from reading it; however, it is my hope that even the most experienced researchers will find it fascinating as well.
artificial-intelligence autograd bayesian-statistics convolutional-neural-networks data-science deep-learning ensemble-learning feature-extraction graduate-school information-theory interview-preparation jax jobs logistic-regression loss-functions machine-learning python pytorch pytorch-tutorial
4437
ZhaoJ9014 / face.evoLVe
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
pytorch face-recognition face-detection face-alignment face-landmark-detection model-training feature-extraction fine-tuning data-augmentation deep-learning computer-vision imbalanced-learning transfer-learning hard-negative-mining supervised-learning nus tencent convolutional-neural-network machine-learning artificial-intelligence
Language:Python 3348
towhee-io / towhee
Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.
computer-vision convolutional-networks embedding-vectors embeddings feature-extraction feature-vector image-processing image-retrieval llm machine-learning milvus pipeline towhee transformer unstructured-data video-processing vision-transformer vit
Language:Python 2985
heucoder / dimensionality_reduction_alo_codes
特征提取/数据降维:PCA、LDA、MDS、LLE、TSNE等降维算法的python实现
python feature-extraction data-reduction
Language:Python 2217
metarank / metarank
A low code Machine Learning personalized ranking service for articles, listings, search results, recommendations that boosts user engagement. A friendly Learn-to-Rank engine
ranking scala search personalization machine-learning deep-learning data-engineering feature-engineering feature-extraction kubernetes data-science automl neural-networks
Language:Scala 1982
feature_engine
feature-engine / feature_engine
Feature engineering package with sklearn like functionality
machine-learning data-science python scikit-learn feature-engineering feature-selection feature-extraction
Language:Python 1730
4paradigm / OpenMLDB
OpenMLDB is an open-source machine learning database that provides a feature platform computing consistent features for training and inference.
feature-engineering machine-learning featurestore in-memory-database database-for-machine-learning machine-learning-database feature-store feature-extraction database-for-ai featureops mlops
Language:C++ 1550
meyda / meyda
Audio feature extraction for JavaScript.
audio-features javascript feature-extraction spectral-centroid zero-cross mir music-information-retrieval hacktoberfest
Language:TypeScript 1388
Yimeng-Zhang / feature-engineering-and-feature-selection
A Guide for Feature Engineering and Feature Selection, with implementations and examples in Python.
python machine-learning feature-engineering feature-selection feature-extraction data-mining
Language:Jupyter Notebook 1293
LastAncientOne / Deep_Learning_Machine_Learning_Stock
Deep Learning and Machine Learning stocks represent promising opportunities for both long-term and short-term investors and traders.
deep-learning machine-learning stock-price-prediction features-extraction financial-engineering prediction feature-engineering feature-extraction feature-selection stock-data stock-trading stock-analysis stock-prices stock-market stock-prediction algorithms data-science trading technical-analysis neural-network
Language:Jupyter Notebook 1142
AIM-Harvard / pyradiomics
Open-source python package for the extraction of Radiomics features from 2D and 3D images and binary masks. Support: https://discourse.slicer.org/c/community/radiomics
radiomics cancer-imaging-research medical-imaging computational-imaging nci-qin tcia-dac python radiomics-features docker nci-itcr radiomics-feature-extraction feature-extraction ibsi
Language:Jupyter Notebook 1068
pykaldi / pykaldi
A Python wrapper for Kaldi
python wrapper kaldi openfst asr speech-recognition speech language-model feature-extraction clif numpy
Language:Python 977
astorfi / speechpy
:speech_balloon: SpeechPy - A Library for Speech Processing and Recognition: http://speechpy.readthedocs.io/en/latest/
speech-recognition python feature-extraction speechpy
Language:Python 880
fraunhoferportugal / tsfel
An intuitive library to extract features from time series.
feature-extraction classification time-series colab-notebook data-science feature-engineering
Language:Python 853
benfulcher / hctsa
Highly comparative time-series analysis
time-series time-series-analysis matlab feature-extraction
Language:MATLAB 695
duxuhao / Feature-Selection
Features selector based on the self selected-algorithm, loss function and validation method
machine-learning feature-engineering feature-selection data-science greedy-search feature-importance feature-extraction
Language:Python 661
chrischoy / FCGF
Fully Convolutional Geometric Features: Fast and accurate 3D features for registration and correspondence.
3d feature-extraction correspondence fully-convolutional neural-network registration pytorch minkowskiengine sparse-tensor
Language:Python 606
ashishpatel26 / Amazing-Feature-Engineering
Feature engineering is the process of using domain knowledge to extract features from raw data via data mining techniques. These features can be used to improve the performance of machine learning algorithms. Feature engineering can be considered as applied machine learning itself.
feature-engineering machine-learning deep-learning scikit-learn data-mining data-science data-scientists feature-scaling feature-extraction feature-selection features data-analysis data-visualization
Language:Jupyter Notebook 584
aikho / awesome-feature-engineering
A curated list of resources dedicated to Feature Engineering Techniques for Machine Learning
machine-learning ai data-science feature-engineering feature-extraction
563
loli / medpy
Medical image processing in Python
medical python medpy image-processing machine-learning feature-extraction graph-cut magnetic-resonance-imaging nifti-format itk simpleitk mha mhd dicom 4d 3d 2d image-classification image-segmentation computed-tomography
Language:Jupyter Notebook 544
AutoViML / featurewiz
Use advanced feature engineering strategies and select best features from your data set with a single line of code. Created by Ram Seshadri. Collaborators welcome.
feature-engineering categorical-variables best-encoders feature-engg rfe rfecv feature-extraction feature-selection featuretools xgboost
Language:Python 539
machinelearnjs / machinelearnjs
Machine Learning library for the web and Node.
machine-learning easy-to-use minimalistic web node statistical-learning random-forest svm feature-extraction data-preprocessing probabilistic-models structured-data
Language:TypeScript 537
firmai / deltapy
DeltaPy - Tabular Data Augmentation (by @firmai)
data-augmentation tabular-data feature-extraction feature-engineering time-series augmentation data-science machine-learning finance
Language:Jupyter Notebook 527
opensmile
audeering / opensmile
The Munich Open-Source Large-Scale Multimedia Feature Extractor
machine-learning feature-extraction audio
Language:C++ 517
x4nth055 / emotion-recognition-using-speech
Building and training Speech Emotion Recognizer that predicts human emotions using Python, Sci-kit learn and Keras
machine-learning speech-emotion-recognition emotion-recognition emotion-recognizer sklearn kneighborsclassifier random-forest-classifier mfcc feature-extraction emotion-detection keras support-vector-machine gradient-boosting mlp-classifier librosa deep-learning neural-networks recurrent-neural-networks
Language:Python 514
OysterQAQ / ACG2vec
ACG2vec (Anime Comics Games to vector) are committed to creating a playground that combines ACG and Deep learning.（文本语义检索、以图搜图、语义搜图、图片超分辨率、推荐系统）
acg anime deep-learning embedding feature-extraction image-search image-super-resolution keras tensorflow
508
v-iashin / video_features
Extract video features from raw videos using multiple GPUs. We support RAFT flow frames as well as S3D, I3D, R(2+1)D, VGGish, CLIP, ResNet features.
pytorch multi-gpu feature-extraction parallel video-features visual-features audio-features i3d vggish r2plus1d resnet raft optical-flow ig65m clip s3d laion swin timm vit
Language:Python 432
novoic / surfboard
Novoic's audio feature extraction library
feature-extraction audio machine-learning audio-processing python speech-processing healthcare signal-processing alzheimers-disease parkinsons-disease
Language:Python 427
ar1st0crat / NWaves
.NET DSP library with a lot of audio processing functions
audio dsp filtering sound-effects feature-extraction psychoacoustics sound-synthesis wav mfcc lpc pitch resampling mir signal fda noise time-stretch adaptive-filtering wavelets
Language:C# 424
alicevision / popsift
PopSift is an implementation of the SIFT algorithm in CUDA.
computer-vision cuda feature-extraction gpu image-processing sift
Language:Cuda 410
parameters
easystats / parameters
:bar_chart: Computation and processing of models' parameters
beta bootstrap ci confidence-intervals data-reduction easystats fa feature-extraction feature-reduction hacktoberfest parameters pca pvalues r r-package regression-models robust-statistics standardize standardized-estimates statistical-models
Language:R 402
mesutpiskin / computer-vision-guide
:book: This guide is to help you understand the basics of the computerized image and develop computer vision projects with OpenCV. Includes Python, Java, JavaScript, C# and C++ examples.
background-subtraction camera-calibration computer-vision deep-learning deep-neural-networks face-recognition feature-extraction goruntu-isleme image-classification image-filtering image-preprocessing image-processing machine-learning object-detection opencv optical-character-recognition stereo-vision
Language:Python 379
predict-idlab / tsflex
Flexible time series feature extraction & processing
python processing data-science time-series feature-extraction window-stride pandas multimodal multivariate feature-engineering
Language:Python 360
evinism / mistql
A query / expression language for performing computations on JSON-like structures. Tuned for clientside ML feature extraction.
expression-language feature-engineering feature-extraction hacktoberfest javascript json machine-learning mistql python query typescript
Language:TypeScript 345