Machine Learning Frameworks

TensorFlow

TensorFlow

Google's open-source library for numerical computation and ML

Deep LearningProductionOfficial Site →
PyTorch

PyTorch

Facebook's research-focused ML library with dynamic computation

ResearchFlexibleOfficial Site →
Scikit-learn

Scikit-learn

Classic ML library for traditional algorithms

BeginnerTraditional MLOfficial Site →

Natural Language Processing

Hugging Face

Hugging Face

Transformers library for state-of-the-art NLP models

TransformersPretrained ModelsOfficial Site →
spaCy

spaCy

Industrial-strength NLP for production use

EfficientProductionOfficial Site →

Computer Vision

OpenCV

OpenCV

Open source computer vision and ML software library

Real-timeImage ProcessingOfficial Site →
FastAI

FastAI

Simplifies training fast and accurate neural nets

Easy to UseEducationOfficial Site →

Deployment & Production

MLflow

MLflow

Platform for the complete ML lifecycle

TrackingDeploymentOfficial Site →
Kubeflow

Kubeflow

ML toolkit for Kubernetes

ScalableKubernetesOfficial Site →

Framework Comparison

FrameworkBest ForLearning CurveProduction Ready
TensorFlowLarge-scale deploymentsSteepExcellent
PyTorchResearch & prototypingModerateGood
Scikit-learnTraditional MLGentleGood
Hugging FaceNLP applicationsModerateExcellent