Machine Learning Frameworks Platforms

Discover powerful AI tools and services across various categories

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AdaNet

4.2
open-source

Lightweight TensorFlow-based framework for automatically learning high-quality models with minimal expert intervention using adaptive neural networks.

Adaptive neural networksTensorFlow integration+3
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AIFlow

4.2
open-source

Machine learning workflow orchestration platform providing end-to-end ML pipeline management with visual workflow design and scheduling.

Workflow orchestrationVisual pipeline design+3
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Albumentations

4.7
open-source

Fast image augmentation library providing efficient implementations of diverse image transformations for computer vision and deep learning applications.

Fast augmentationsDiverse transformations+3
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Alignment Handbook

4.5
open-source

Collection of robust training recipes to align language models using supervised fine-tuning, reward modeling, and RLHF.

Training recipesSupervised fine-tuning+3
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AllenNLP

4.4
open-source

Natural language processing platform by Allen Institute for AI built on PyTorch for developing state-of-the-art deep learning models on NLP tasks.

NLP research platformPyTorch integration+3
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Altair

4.5
open-source

Declarative statistical visualization library for Python based on Vega-Lite providing concise visualization grammar for exploratory data analysis.

Declarative syntaxStatistical visualizations+3
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Alteryx

4.3
commercial

Self-service data analytics platform with machine learning capabilities enabling business analysts to perform advanced analytics without coding.

Self-service analyticsNo-code ML+3
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Amundsen

4.4
open-source

Data discovery and metadata engine by Lyft providing search interface for data to improve productivity of data scientists and analysts.

Data discoveryMetadata search+3
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Annoy

4.4
open-source

C++ library with Python bindings for approximate nearest neighbors by Spotify, optimized for memory usage and fast queries.

Approximate nearest neighborsMemory efficient+3
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Apache Atlas

4.3
open-source

Open-source metadata management and data governance framework enabling enterprises to meet compliance requirements with lineage tracking and classification.

Metadata managementData governance+3
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Apache Beam ML

4.5
open-source

Unified model for defining and executing data processing workflows including machine learning pipelines for both batch and streaming data.

Batch and streaming processingRunInference API+3
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Apache Flink ML

4.4
open-source

Machine learning library for Apache Flink providing distributed ML algorithms and infrastructures for building scalable ML pipelines.

Stream processing MLDistributed algorithms+3
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Apache Mahout

4.1
open-source

Scalable machine learning algorithms focused on linear algebra and distributed computing, primarily supporting Apache Spark for big data applications.

Distributed algorithmsLinear algebra focus+3
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Apache MXNet

4.3
open-source

Flexible and efficient deep learning framework supporting multiple programming languages with symbolic and imperative programming paradigms.

Multi-language supportSymbolic and imperative APIs+3
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Apache NiFi ML

4.3
open-source

Data flow automation platform with machine learning capabilities for building ML pipelines and real-time data processing workflows.

Visual data flowsReal-time processing+3
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Apache Spark MLlib

4.7
open-source

Distributed machine learning library that runs on Apache Spark, providing scalable algorithms for classification, regression, clustering, and collaborative filtering.

Distributed computingMultiple language support+3
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Apache TVM

4.6
open-source

Open-source machine learning compiler framework for CPUs, GPUs, and ML accelerators enabling efficient model deployment across hardware.

Cross-platform compilationHardware optimization+3
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Argo Workflows

4.5
open-source

Open-source container-native workflow engine for orchestrating parallel jobs on Kubernetes, commonly used for ML pipeline orchestration.

Container-native workflowsKubernetes integration+3
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Arize Phoenix

4.4
freemium

Open-source observability platform for evaluating, troubleshooting, and monitoring LLM, computer vision, and tabular models.

ML observabilityModel evaluation+3
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Auto-sklearn

4.4
open-source

Automated machine learning toolkit built on scikit-learn that automatically finds the best machine learning pipeline for your dataset.

Automated ML pipelineAlgorithm selection+3
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AutoGen

4.7
open-source

Microsoft's multi-agent conversational framework enabling multiple AI agents to collaborate and solve complex tasks through conversation.

Multi-agent collaborationConversational AI+3
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AutoGluon

4.6
open-source

AutoML toolkit by Amazon that enables easy-to-use and easy-to-extend automatic machine learning with a focus on deep learning and real-world applications.

Deep learning AutoMLMulti-modal support+3
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AWS SageMaker Autopilot

4.5
pay-as-you-go

Automated machine learning service in Amazon SageMaker that automatically builds, trains, and tunes machine learning models with full visibility.

Automatic model buildingFull visibility+3
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Axolotl

4.4
open-source

Tool designed to streamline the fine-tuning of various AI models offering support for multiple configurations and architectures.

Model fine-tuningMultiple architectures+3
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Azure AutoML

4.4
pay-as-you-go

Automated machine learning service in Azure Machine Learning enabling democratized AI model development with code and no-code approaches.

No-code/low-code MLModel interpretability+3
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BentoML

4.5
open-source

Framework for serving, managing, and deploying machine learning models as production-ready API services with support for multiple ML frameworks.

Model servingAPI generation+3
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Bokeh

4.4
open-source

Interactive visualization library for modern web browsers providing elegant construction of versatile graphics for large and streaming datasets.

Interactive visualizationsWeb browser support+3
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Brain.js

4.2
open-source

JavaScript neural network library providing simple and fast neural networks in the browser and Node.js with GPU acceleration support.

Neural networksBrowser and Node.js+3
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Breeze

4.1
open-source

Numerical processing library for Scala providing linear algebra, numerical routines, and integration with machine learning frameworks.

Linear algebraNumerical routines+3
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Bytewax

4.3
open-source

Python stream processing framework for building real-time data applications with stateful operations and exactly-once processing.

Python stream processingStateful operations+3
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C3 AI

4.2
commercial

Enterprise AI application development platform providing tools for building, deploying, and operating AI applications at scale.

Enterprise AI applicationsApplication development+3
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Caffe

4.3
open-source

Deep learning framework made with expression, speed, and modularity in mind, particularly focused on convolutional neural networks for computer vision.

CNN specializationModel zoo+3
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caret

4.6
open-source

Classification and Regression Training package for R providing unified interface to hundreds of machine learning algorithms with data splitting and preprocessing.

Unified interface200+ algorithms+3
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CatBoost

4.6
open-source

Gradient boosting library by Yandex that excels with categorical features, providing symmetric trees and ordered boosting for enhanced performance.

Categorical feature handlingSymmetric trees+3
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Chainlit

4.6
open-source

Open-source Python framework for building conversational AI applications with interactive interfaces for LLM-powered chatbots.

Chat interface creationLLM integration+3
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ChromaDB

4.5
freemium

Open-source embedding database designed for AI applications providing efficient storage and retrieval of vector embeddings.

Vector storageSimilarity search+3
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ClearML

4.6
freemium

Auto-magical suite of tools to streamline AI workflow including experiment management, MLOps/LLMOps, and data management capabilities.

Experiment trackingPipeline orchestration+3
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Comet ML

4.6
freemium

End-to-end model evaluation platform for AI developers with experiment tracking, production monitoring, and LLM evaluation capabilities.

Experiment managementModel registry+3
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Core ML

4.6
free

Apple's machine learning framework for integrating machine learning models into iOS, macOS, watchOS, and tvOS applications with on-device performance.

Apple ecosystemOn-device inference+3
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Cornac

4.2
open-source

Comparative framework for multimodal recommender systems focusing on models that leverage auxiliary data like item/user features.

Multimodal recommendationsAuxiliary data support+3
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Cortex

4.2
open-source

Open-source platform for deploying machine learning models as production web services, providing autoscaling and multi-framework support.

AutoscalingMulti-framework support+3
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Creme

4.2
open-source

Python library for online machine learning providing incremental learning algorithms for streaming data and adaptive model training.

Incremental learningStreaming algorithms+3
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CrewAI

4.5
freemium

Framework for orchestrating role-playing autonomous AI agents enabling collaborative task completion through specialized agent roles.

Role-playing agentsTask orchestration+3
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cuDF

4.6
open-source

GPU DataFrame library providing pandas-like API for GPU-accelerated data processing and analytics using NVIDIA RAPIDS ecosystem.

GPU accelerationPandas-like API+3
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CuPy

4.5
open-source

GPU-accelerated computing library for Python that provides NumPy-compatible array operations on NVIDIA CUDA and AMD ROCm platforms.

GPU accelerationNumPy compatibility+3
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Dagster

4.6
freemium

Data orchestrator for machine learning, analytics, and ETL providing asset-based orchestration with testing and observability features.

Asset-based orchestrationData testing+3
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Dask

4.6
open-source

Flexible library for parallel computing in Python that scales NumPy, pandas, and scikit-learn workflows to larger datasets and distributed computing.

Parallel computingDistributed processing+3
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Dask-ML

4.4
open-source

Scalable machine learning library providing parallel and distributed computing for scikit-learn compatible estimators using Dask.

Scalable MLDistributed computing+3
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Databricks AutoML

4.6
commercial

Automated machine learning capabilities within Databricks platform providing glass-box approach to model development and deployment.

Glass-box AutoMLSpark integration+3
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Databricks Feature Store

4.5
commercial

Centralized repository for storing, sharing, and serving machine learning features across the ML lifecycle in Databricks platform.

Centralized feature repositoryFeature sharing+3
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DataHub

4.5
freemium

Unified metadata platform by Acryl Data for discovering, understanding, and managing data across your organization with real-time metadata ingestion.

Metadata managementData discovery+3
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Dataiku

4.5
commercial

Data science platform providing collaborative environment for building, deploying, and monitoring machine learning models with visual and code interfaces.

Collaborative workspaceVisual and code interfaces+3
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DataRobot

4.6
commercial

Enterprise AI platform providing automated machine learning, model deployment, and monitoring with enterprise-grade governance and explainability.

Enterprise AI platformAutomated ML+3
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Datashader

4.4
open-source

Graphics pipeline system for creating meaningful visualizations of large datasets using aggregation and rendering techniques.

Large dataset visualizationGraphics pipeline+3
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Deepchecks

4.4
freemium

Python library for comprehensively validating machine learning models and data with built-in checks for data integrity and model evaluation.

Data validationModel testing+3
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DeepCTR

4.4
open-source

Easy-to-use package for CTR prediction with deep learning models supporting various features and recommendation systems.

CTR predictionDeep learning models+3
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Deeplearning4j

4.3
open-source

Deep learning library for Java and Scala on JVM with distributed training capabilities and integration with Hadoop and Spark.

JVM-basedDistributed training+3
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Detectron2

4.7
open-source

Facebook AI Research's next-generation platform for object detection and segmentation with state-of-the-art models and modular design.

Object detectionInstance segmentation+3
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Domino Data Lab

4.4
commercial

Enterprise MLOps platform providing collaborative data science workspace with experiment tracking, model deployment, and governance features.

Enterprise MLOpsCollaborative workspace+3
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DSPy

4.5
open-source

Framework for algorithmically optimizing LM prompts and weights using programming rather than prompting for complex language model tasks.

Prompt optimizationAlgorithmic approach+3
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DVC (Data Version Control)

4.6
open-source

Version control system for machine learning projects, enabling data versioning, experiment tracking, and reproducible ML pipelines with Git integration.

Data versioningExperiment tracking+3
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Google Earth Engine

4.7
freemium

Planetary-scale platform for Earth science data and analysis providing satellite imagery and geospatial datasets for environmental monitoring.

Planetary-scale platformSatellite imagery+3
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Edward2

4.2
open-source

Probabilistic programming language designed for flexible probabilistic modeling with deep learning integration and TensorFlow backend.

Probabilistic modelingTensorFlow integration+3
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Evidently

4.5
freemium

Open-source ML and LLM observability framework for evaluating, testing, and monitoring AI-powered systems and data pipelines.

ML monitoringData drift detection+3
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fairseq

4.5
open-source

Sequence-to-sequence toolkit by Facebook AI Research for training custom models for translation, summarization, language modeling and other text generation tasks.

Sequence-to-sequenceTranslation models+3
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Faiss

4.6
open-source

Library by Facebook AI for efficient similarity search and clustering of dense vectors with support for large-scale datasets.

Efficient similarity searchVector clustering+3
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Fast.ai

4.8
open-source

High-level deep learning library built on PyTorch that provides practical deep learning for coders with simplified APIs and state-of-the-art results.

Simplified deep learning APIsTransfer learning+3
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Feast

4.5
open-source

Open-source feature store for machine learning providing consistent feature serving for training and inference across different environments.

Feature storeConsistent serving+3
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Feathr

4.3
open-source

Enterprise-grade feature store by LinkedIn providing scalable feature engineering and serving for production machine learning systems.

Enterprise-grade featuresScalable engineering+3
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Featuretools

4.4
open-source

Python library for automated feature engineering using Deep Feature Synthesis to create meaningful features from relational and temporal data.

Automated feature engineeringDeep Feature Synthesis+3
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Flair

4.5
open-source

State-of-the-art NLP framework built on PyTorch providing simple interface for using and combining different word and document embeddings.

Contextual embeddingsNER and POS tagging+3
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Flax

4.6
open-source

Neural network library for JAX designed for flexibility, providing elegant approach to machine learning with differentiable programming.

JAX integrationFunctional programming+3
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Flux.jl

4.5
open-source

Machine learning stack for Julia providing elegant approach to neural networks with differentiable programming and high performance computing.

Differentiable programmingJulia performance+3
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Flyte

4.5
open-source

Cloud-native workflow automation platform for machine learning and data processing at scale with strong reproducibility and observability.

Cloud-native workflowsStrong typing+3
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Folium

4.5
open-source

Python library for creating interactive maps and geospatial visualizations built on Leaflet.js for machine learning and data science applications.

Interactive mapsGeospatial visualization+3
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Gensim

4.5
open-source

Python library for topic modeling, document indexing and similarity retrieval with large corpora, implementing algorithms like Word2Vec, Doc2Vec, and LDA.

Topic modelingWord embeddings+3
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GeoPandas

4.6
open-source

Open-source library extending pandas to enable spatial operations on geometric types for geospatial data analysis and machine learning.

Spatial operationsPandas extension+3
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Google AutoML

4.5
pay-as-you-go

Suite of machine learning products by Google Cloud enabling custom model training with minimal machine learning expertise required.

Custom model trainingMinimal ML expertise required+3
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GPT4All

4.4
open-source

Ecosystem of open-source chatbots trained on massive curated corpus of clean assistant data including code, stories, and dialogue.

Open-source chatbotsLocal execution+3
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Gradio

4.8
freemium

Python library for building machine learning demos and web applications with simple interface creation for ML models.

Simple UI creationML model interfaces+3
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Great Expectations

4.5
open-source

Python library for data validation, documentation, and profiling helping teams maintain data quality and catch data issues early.

Data validationAutomated profiling+3
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Guidance

4.4
open-source

Programming language for controlling large language models enabling structured generation and complex reasoning workflows.

LLM control languageStructured generation+3
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H2O.ai

4.6
freemium

Open-source distributed machine learning platform with AutoML functionality, supporting GLM, GBM, Deep Learning, and distributed computing for big data.

AutoML capabilitiesDistributed in-memory processing+3
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H2O Driverless AI

4.5
commercial

Automatic machine learning platform providing feature engineering, model selection, hyperparameter tuning, and model interpretation.

Automatic MLFeature engineering+3
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Haystack

4.6
open-source

End-to-end NLP framework for building search systems and question-answering applications with support for large-scale document processing.

Document searchQuestion answering+3
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Helicone

4.3
freemium

Open-source observability platform for LLM applications providing monitoring, analytics, and optimization for AI systems.

LLM observabilityRequest monitoring+3
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hnswlib

4.5
open-source

Header-only C++ library for fast approximate nearest neighbor search using Hierarchical Navigable Small World graphs.

HNSW algorithmHeader-only library+3
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HoloViews

4.3
open-source

Data analysis and visualization library that enables building complex visualizations with minimal code through declarative approach.

Declarative approachComplex visualizations+3
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Hopsworks

4.4
freemium

Feature store and MLOps platform providing end-to-end machine learning development with feature engineering and model serving capabilities.

Feature store platformModel serving+3
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Hugging Face Transformers

4.9
open-source

Open-source framework for state-of-the-art natural language processing models including BERT, GPT, RoBERTa, and thousands of pre-trained models.

1M+ pre-trained modelsPipeline for inference+3
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Hugging Face Spaces

4.7
freemium

Platform for hosting machine learning demos and applications with support for Gradio, Streamlit, and other frameworks.

Demo hostingMultiple frameworks+3
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IBM Watson Studio

4.3
freemium

Integrated environment for data scientists, developers and domain experts to collaboratively work with data and build ML models.

Collaborative environmentAutoAI capabilities+3
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Iguazio

4.3
commercial

Data science platform providing end-to-end machine learning lifecycle management with real-time data processing and model serving.

End-to-end ML lifecycleReal-time processing+3
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ImageIO

4.4
open-source

Python library providing easy interface to read and write image and video files supporting various formats and backends for scientific computing.

Multi-format supportVideo processing+3
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imgaug

4.5
open-source

Image augmentation library for machine learning experiments providing augmentation techniques for images, keypoints, bounding boxes, and heatmaps.

Comprehensive augmentationsKeypoint support+3
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Implicit

4.4
open-source

Fast Python implementation of collaborative filtering for implicit feedback datasets using matrix factorization algorithms.

Implicit feedbackMatrix factorization+3
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Instructor

4.6
open-source

Python library for structured outputs with LLMs using Pydantic models to ensure type safety and data validation.

Structured outputsPydantic integration+3
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Jan

4.5
open-source

Open-source ChatGPT alternative that runs 100% offline on your computer with support for various open-source language models.

100% offline operationChatGPT-like interface+3
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JAX

4.7
open-source

Python library for accelerator-oriented array computation and program transformation, designed for high-performance numerical computing and large-scale machine learning.

JIT compilationAutomatic differentiation+4
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Joblib

4.5
open-source

Lightweight pipelining library providing efficient tools for parallel computing and caching in Python, widely used in scikit-learn.

Parallel computingEfficient caching+3
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Jukebox

4.2
open-source

Neural network by OpenAI that generates music with singing in the raw audio domain, including rudimentary lyrics and diverse musical styles.

Music generationRaw audio domain+3
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MLJ.jl

4.4
open-source

Machine learning framework for Julia providing consistent interface to machine learning models with emphasis on composability and flexibility.

Julia performanceComposable models+3
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Kafka-ML

4.3
open-source

Framework connecting data streams with ML/AI frameworks on Kubernetes, managing pipelines for TensorFlow, Keras, and PyTorch models.

Streaming ML pipelinesKafka integration+3
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Kafka Streams ML

4.2
open-source

Examples and patterns for deploying machine learning models in Apache Kafka Streams for real-time analytics and predictions.

Real-time ML inferenceStream processing+3
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Kedro

4.4
open-source

Open-source Python framework for creating reproducible, maintainable and modular data science code with pipeline abstractions.

Modular pipelinesData catalog+3
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Keras

4.7
open-source

High-level neural-network API offering fast experimentation on top of TensorFlow, JAX, and PyTorch.

Intuitive layer APIMulti-backend support+3
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Knet.jl

4.2
open-source

Deep learning framework for Julia providing automatic differentiation and GPU computing with dynamic computational graphs and high-level abstractions.

Dynamic computation graphsAutomatic differentiation+3
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KNIME

4.4
freemium

Open-source analytics platform for data science workflows with visual programming interface and extensive machine learning capabilities.

Visual programmingWorkflow creation+3
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Kubeflow

4.4
open-source

Machine learning toolkit for Kubernetes that provides end-to-end ML workflows from experimentation to production deployment on cloud platforms.

Kubernetes nativeML pipelines+3
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Lambda Labs

4.5
pay-as-you-go

GPU cloud platform optimized for AI and machine learning providing high-performance compute with pre-configured environments.

Optimized for AI/MLPre-configured environments+3
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LangChain

4.8
freemium

Framework for developing applications powered by language models with tools for chaining prompts, agents, and memory management.

LLM application developmentPrompt chaining+3
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Langfuse

4.5
freemium

Open-source LLM engineering platform providing observability, analytics, and testing for language model applications.

LLM observabilityTrace analytics+3
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LangGraph

4.6
open-source

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4.6
freemium

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librosa

4.6
open-source

Python library for music and audio analysis providing building blocks for music information retrieval systems and audio feature extraction.

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4.7
open-source

Fast gradient boosting framework by Microsoft that uses tree-based learning algorithms with optimized memory usage and training speed.

Faster training speedLower memory usage+3
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4.6
freemium

Unified interface for calling 100+ LLMs using the OpenAI format, simplifying multi-provider LLM integration.

Unified LLM interface100+ provider support+3
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4.7
open-source

Port of Facebook's LLaMA model in C/C++ enabling efficient inference on commodity hardware without GPU requirements.

CPU-optimized inferenceQuantization support+3
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4.7
freemium

Data framework for LLM applications providing tools for ingesting, structuring, and accessing private or domain-specific data.

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4.6
open-source

Self-hosted OpenAI-compatible API for running LLMs, audio transcription, and image generation on consumer hardware.

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4.5
open-source

Declarative machine learning framework by Uber that enables training and testing deep learning models without writing code through configuration files.

Declarative configurationNo-code training+3
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4.4
open-source

Research project by Google exploring the role of machine learning as a tool in the creative process for generating music and art.

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4.4
open-source

Lightweight AI toolkit for building natural language interfaces that feels like writing traditional software with AI-native functions.

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4.6
open-source

Framework by Google for building perception pipelines processing time-series data like video, audio, and sensor data for mobile and desktop applications.

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Metaflow

4.5
open-source

Human-friendly Python library by Netflix for building and managing real-life data science projects with infrastructure abstraction.

Infrastructure abstractionVersioning+3
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4.2
open-source

Production-grade open-source deep learning library with comprehensive support for feedforward, convolutional, and recurrent neural networks.

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4.5
freemium

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4.2
open-source

Deep learning framework by Huawei providing efficient development, training and deployment for AI applications across all scenarios.

All-scenario AIAutomatic differentiation+3
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4.5
freemium

Mobile SDK by Google that brings Google's machine learning expertise to Android and iOS apps with on-device and cloud-based APIs.

Mobile SDKPre-built APIs+3
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4.4
open-source

Friendly machine learning library for creative coding, built on top of TensorFlow.js with a focus on accessibility and ease of use.

Creative codingEasy to use+3
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4.7
open-source

Open-source platform for the complete machine learning lifecycle, including experiment tracking, model packaging, and deployment management.

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mlr3

4.5
open-source

Machine learning framework for R providing object-oriented interface to hundreds of learning algorithms with unified handling of tasks, learners, and measures.

Object-oriented designUnified interface+3
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4.6
open-source

Open source object detection toolbox based on PyTorch providing unified framework for various detection algorithms with high performance and modularity.

Object detection toolboxPyTorch based+3
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4.5
open-source

Foundational library by OpenMMLab for training deep learning models based on PyTorch, implementing next-generation training architecture.

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4.6
freemium

Cloud platform for running generative AI models, large-scale batch jobs, and web apps with serverless GPU infrastructure.

Serverless GPUAuto-scaling+3
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4.4
open-source

Modular active learning framework for Python3 built on scikit-learn, designed for creating active learning workflows with flexibility and extensibility.

Active learning strategiesModular design+3
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4.4
open-source

Distributed DataFrame library providing pandas-compatible API with automatic parallelization for faster data processing and analysis.

Distributed DataFramesPandas compatibility+3
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MONAI

4.6
open-source

PyTorch-based open-source framework for deep learning in healthcare imaging providing domain-optimized capabilities for medical AI.

Medical imaging focusPyTorch integration+3
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4.3
open-source

Python standard library module for process-based parallelism enabling CPU-intensive machine learning tasks to utilize multiple cores.

Process-based parallelismCPU-intensive tasks+3
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Neptune

4.7
freemium

Experiment tracker purpose-built for foundation models providing comprehensive monitoring and debugging capabilities for large-scale training.

Foundation model trackingLayer-level monitoring+3
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Neuraxle

4.1
open-source

Machine learning framework providing neat pipelines for hyperparameter tuning and AutoML with clean code architecture and production deployment.

Clean pipelinesHyperparameter tuning+3
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4.4
open-source

Leading platform for building Python programs to work with human language data, providing libraries for classification, tokenization, stemming, and parsing.

Text processing librariesLinguistic data+3
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4.2
open-source

Non-Metric Space Library for efficient similarity search in generic non-metric spaces with support for various distance functions.

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4.5
open-source

Lightweight probabilistic programming library based on NumPy and JAX providing fast and flexible Bayesian inference.

JAX accelerationMCMC inference+3
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4.8
open-source

Tool for running large language models locally with simple installation and usage for offline AI applications.

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4.1
open-source

Deep learning framework designed for distributed training with static graph optimization and dynamic eager execution modes.

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4.6
open-source

Open-source AI ecosystem establishing standards for representing machine learning algorithms and enabling interoperability between frameworks.

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4.7
open-source

Cross-platform machine learning model accelerator with flexible interface to integrate hardware-specific libraries for optimized inference.

Cross-platform accelerationHardware-specific optimization+3
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4.5
open-source

Framework for evaluating large language models providing standardized benchmarks and evaluation protocols for AI systems.

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4.7
open-source

Toolkit for developing and comparing reinforcement learning algorithms providing standardized environments and benchmarks for RL research.

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4.8
open-source

Open source computer vision and machine learning library with C++, Python, and Java interfaces supporting various platforms including mobile and embedded systems.

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4.5
open-source

Open-source toolkit for optimizing and deploying AI inference across Intel hardware platforms, supporting popular frameworks and edge deployment.

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Optuna

4.7
open-source

Automatic hyperparameter optimization framework designed for machine learning with efficient algorithms and easy-to-use API for parameter tuning.

Automated hyperparameter tuningPruning algorithms+3
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4.3
open-source

Open-source data visualization, machine learning and data mining toolkit with visual programming interface for exploratory data analysis.

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4.5
open-source

Python library for structured generation with language models providing tools for guided text generation and JSON schema compliance.

Structured generationJSON schema compliance+3
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PaddlePaddle

4.3
open-source

Deep learning platform by Baidu providing easy-to-use, efficient, flexible and scalable framework for industrial-grade deep learning applications.

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Palantir Foundry

4.1
commercial

Data integration and analytics platform with machine learning capabilities for large-scale data operations and model deployment.

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4.3
open-source

Open-source framework for validating DataFrame-like objects providing flexible and expressive API for data validation with statistical typing.

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4.4
open-source

High-level app and dashboarding solution for Python enabling creation of custom analytics apps from Jupyter notebooks and scripts.

High-level dashboardsJupyter integration+3
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4.4
freemium

Cloud platform for machine learning and AI development providing GPU instances, notebooks, and deployment solutions.

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4.7
open-source

Parameter-Efficient Fine-Tuning library by Hugging Face providing methods to fine-tune large models with minimal computational resources.

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4.4
freemium

Framework for building AI assistants with memory, knowledge, and tools enabling persistent and intelligent AI applications.

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4.6
open-source

Python Imaging Library providing image processing capabilities including loading, manipulating, and saving images in various formats for computer vision tasks.

Image manipulationFormat support+3
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4.6
freemium

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Managed vector databaseHigh-performance search+3
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4.5
freemium

Web framework for building analytical web applications in Python with interactive visualizations for machine learning and data science.

Web applicationsInteractive visualizations+3
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Polars

4.7
open-source

Fast DataFrames library written in Rust with Python API providing blazing fast data processing and analysis capabilities.

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4.3
open-source

Fast and flexible probabilistic modeling library implementing graphical models including Bayesian networks and hidden Markov models.

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Prefect

4.7
freemium

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Prophet

4.6
open-source

Forecasting tool by Facebook for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.

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pyannote.audio

4.4
open-source

Neural building blocks for speaker diarization including voice activity detection, speaker change detection, overlapped speech detection, and speaker embedding.

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PyCaret

4.5
open-source

Open-source low-code machine learning library that automates machine learning workflows with minimal code requirements for rapid prototyping.

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Pyro

4.4
open-source

Probabilistic programming language built on PyTorch enabling flexible and scalable probabilistic modeling and inference.

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4.8
open-source

Dynamic computation-graph deep-learning library developed by Meta AI for research prototyping and production.

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torchaudio

4.5
open-source

Audio processing library for PyTorch providing I/O, popular datasets, and common audio transformations for building audio applications.

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4.7
open-source

Library built upon PyTorch for easily writing and training Graph Neural Networks for applications related to structured data.

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4.4
open-source

End-to-end workflow for mobile deployment of PyTorch models providing optimization and deployment tools for iOS and Android platforms.

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Qdrant

4.4
freemium

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RAGAS

4.4
open-source

Framework for evaluating Retrieval Augmented Generation pipelines providing metrics and tools for RAG system assessment.

RAG evaluationRetrieval metrics+3
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randomForest

4.5
open-source

Random Forest algorithm implementation for R providing classification and regression with variable importance measures and proximity computation.

Random Forest algorithmVariable importance+3
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RapidMiner

4.5
freemium

Data science platform providing visual workflow design for machine learning, data preparation, and predictive analytics with enterprise-grade features.

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RAPIDS cuGraph

4.4
open-source

GPU-accelerated graph analytics library providing NetworkX-like API for graph algorithms and network analysis on NVIDIA GPUs.

GPU graph analyticsNetworkX-like API+3
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RAPIDS cuML

4.5
open-source

GPU-accelerated machine learning library providing scikit-learn compatible API for high-performance ML algorithms on NVIDIA GPUs.

GPU-accelerated MLScikit-learn compatibility+3
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Rasterio

4.5
open-source

Python library for reading and writing geospatial raster datasets enabling efficient access to geospatial data for machine learning applications.

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Ray

4.8
open-source

Unified framework for scaling AI and Python applications, providing distributed computing primitives and ML libraries for parallel processing.

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RecBole

4.5
open-source

Unified and comprehensive framework for recommendation systems providing implementations of various recommendation algorithms.

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Replicate

4.6
pay-per-use

Platform for running and deploying machine learning models with simple API access to thousands of open-source AI models.

Model marketplaceSimple API+3
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River

4.5
open-source

Online machine learning library in Python for building models that learn from streaming data with incremental learning algorithms.

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Ray RLlib

4.5
open-source

Scalable reinforcement learning library offering high-level APIs for training RL agents with support for distributed computing and various RL algorithms.

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RunPod

4.4
pay-as-you-go

Cloud platform providing affordable GPU instances for AI/ML workloads with serverless and dedicated options.

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SageMaker Feature Store

4.4
pay-as-you-go

Fully managed repository by AWS for machine learning features providing consistent feature access for training and inference workloads.

Fully managed repositoryOnline and offline stores+3
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SAS Viya

4.2
commercial

Cloud-native analytics platform by SAS providing machine learning, AI, and statistical analysis capabilities for enterprise environments.

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Scikit-learn

4.9
open-source

Python library offering classical machine-learning algorithms, model evaluation, and preprocessing utilities.

Wide algorithm suitePipeline & grid search+3
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4.1
open-source

Machine learning framework for multi-output and stream data providing tools for data stream learning and evaluation.

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Seldon Core

4.3
open-source

Open-source platform for deploying machine learning models on Kubernetes at scale with advanced deployment patterns and monitoring capabilities.

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Semantic Kernel

4.5
open-source

Open-source SDK by Microsoft for integrating AI services like OpenAI and Azure OpenAI into conventional programming languages.

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Sentence Transformers

4.7
open-source

Python framework for state-of-the-art sentence, text and image embeddings using transformer networks like BERT, RoBERTa, and XLM-R.

Sentence embeddingsSemantic similarity+3
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Simple Transformers

4.3
open-source

Transformers library that lets you quickly train and experiment with SOTA Transformer models with minimal setup and maximum customization.

Simple APIMultiple NLP tasks+3
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4.9
open-source

Python library offering classical machine-learning algorithms, model evaluation, and preprocessing utilities.

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sktime

4.5
open-source

Unified framework for machine learning with time series data, providing algorithms for forecasting, classification, regression, and clustering.

Time series MLForecasting algorithms+3
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Smile

4.2
open-source

Statistical Machine Intelligence and Learning Engine providing comprehensive machine learning algorithms in Java and Scala with focus on performance.

Comprehensive algorithmsHigh performance+3
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spaCy

4.7
open-source

Industrial-strength natural language processing library in Python featuring fast tokenization, parsing, named entity recognition, and pre-trained models.

Industrial NLPFast tokenization+3
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4.3
open-source

Python library for performing speech recognition with support for several engines and APIs, both online and offline.

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4.5
open-source

Educational resource by OpenAI designed to help anyone learn deep reinforcement learning with implementations of key algorithms and explanations.

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4.2
open-source

Microservices-based toolkit for building streaming and batch data processing pipelines with Spring Boot applications on cloud platforms.

Microservices orchestrationStream processing+3
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4.6
open-source

Set of reliable implementations of reinforcement learning algorithms in PyTorch providing clean and well-tested code for RL research and applications.

RL algorithmsPyTorch implementation+3
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Stan

4.6
open-source

Platform for statistical modeling and high-performance statistical computation providing full Bayesian statistical inference.

Bayesian inferenceStatistical modeling+3
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Stanza

4.4
open-source

Python natural language processing library by Stanford NLP Group providing robust tools for many human languages in one package.

Multilingual NLPTokenization+3
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Statsmodels

4.4
open-source

Python module that provides classes and functions for statistical modeling, econometrics, and time series analysis with comprehensive statistical tests.

Statistical modelingEconometrics+3
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Steamship

4.3
freemium

Cloud-based AI platform providing fully managed solutions for deploying LLM applications with comprehensive support and low-code framework.

Fully managed AI servicesLow-code framework+3
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Streamlit

4.7
freemium

Open-source app framework for machine learning and data science teams creating beautiful web apps with simple Python scripts.

Python web appsInteractive widgets+3
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Surprise

4.3
open-source

Python library for building and analyzing recommender systems that deal with explicit rating data using various recommendation algorithms.

Collaborative filteringExplicit rating data+3
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Swarm

4.3
open-source

Experimental framework by OpenAI for building, orchestrating, and deploying multi-agent systems with lightweight and controllable design.

Multi-agent orchestrationLightweight design+3
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4.0
open-source

Architecture-free neural network library for Node.js and browser allowing creation of different types of neural networks and architectures.

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Tecton

4.6
commercial

Enterprise feature platform providing real-time feature engineering and serving for machine learning applications with operational monitoring.

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TensorBoard

4.6
open-source

Visualization toolkit for TensorFlow providing web-based interface for monitoring and debugging machine learning experiments and models.

Experiment visualizationModel debugging+3
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TensorFlow

4.8
open-source

End-to-end open-source platform by Google for scalable machine learning and deep-learning model development, training, and deployment.

Symbolic and imperative APIsHigh-performance GPU/TPU support+3
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TensorFlow Extended (TFX)

4.4
open-source

End-to-end platform for deploying production ML pipelines by Google, providing components for data validation, transformation, training, and serving.

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4.6
open-source

JavaScript library for machine learning in the browser and Node.js enabling training and deployment of ML models using WebGL acceleration.

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TensorFlow Lite

4.5
open-source

Lightweight solution for mobile and embedded devices enabling on-device machine learning inference with low latency and small binary size.

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4.5
open-source

Library for probabilistic reasoning and statistical analysis in TensorFlow providing tools for uncertainty quantification and Bayesian analysis.

Probabilistic modelingBayesian analysis+3
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TensorRT

4.7
free

NVIDIA's SDK for high-performance deep learning inference including optimizer and runtime for low latency and high throughput applications.

Inference optimizationGPU acceleration+3
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4.5
open-source

Gradio web UI for running Large Language Models providing chat interface and advanced features for local LLM interaction.

Web-based interfaceChat functionality+3
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TextBlob

4.3
open-source

Python library for processing textual data providing simple API for diving into common NLP tasks such as part-of-speech tagging and sentiment analysis.

Simple NLP APISentiment analysis+3
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Theano

4.1
open-source

Python library for defining, optimizing, and evaluating mathematical expressions involving multi-dimensional arrays with GPU acceleration support.

Symbolic differentiationGPU compilation+3
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tidymodels

4.7
open-source

Collection of R packages for modeling and machine learning using tidyverse principles providing consistent and intuitive interface for the modeling process.

Tidyverse integrationConsistent interface+3
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timm (PyTorch Image Models)

4.7
open-source

Collection of image models, layers, utilities, optimizers, schedulers, data-loaders, augmentations and training/validation scripts for PyTorch.

Extensive model collectionPyTorch integration+3
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4.5
pay-as-you-go

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torch (R)

4.4
open-source

R implementation of PyTorch providing tensor computations and neural networks with automatic differentiation and GPU support.

PyTorch for RTensor operations+3
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TorchVision

4.7
open-source

Computer vision package for PyTorch providing popular datasets, model architectures, and common image transformations for computer vision research.

Pre-trained modelsPopular datasets+3
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TPOT

4.3
open-source

Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming for automated feature engineering and model selection.

Genetic programmingAutomated feature engineering+3
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Transformers Agents

4.4
open-source

Natural language API on top of transformers enabling agent-based interactions with machine learning models through conversational interfaces.

Natural language APIAgent-based interaction+3
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Transformers (Vision)

4.6
open-source

Vision transformers implementation in Hugging Face Transformers library enabling transformer architectures for computer vision tasks.

Vision transformersPre-trained models+3
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Triton Inference Server

4.7
open-source

Open-source inference serving software by NVIDIA that streamlines AI inferencing across multiple frameworks and hardware platforms.

Multi-framework supportDynamic batching+3
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TRL (Transformer Reinforcement Learning)

4.6
open-source

Library for training transformer language models with Reinforcement Learning using techniques like PPO and human feedback.

RLHF trainingPPO implementation+3
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TruLens

4.3
open-source

Evaluation and tracking framework for LLM applications providing tools for testing, monitoring, and improving AI systems.

LLM evaluationApplication tracking+3
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Ultralytics YOLO

4.8
freemium

Advanced real-time object detection and image segmentation framework building on YOLO series with cutting-edge deep learning capabilities.

Real-time object detectionImage segmentation+3
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Unity ML-Agents

4.4
open-source

Open-source toolkit that enables games and simulations to serve as environments for training intelligent agents using reinforcement learning.

Game-based RLUnity integration+3
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Unsloth

4.6
freemium

Fast and memory-efficient library for fine-tuning large language models with significant speed improvements and reduced memory usage.

Fast fine-tuningMemory efficiency+3
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Unstructured

4.4
freemium

Library for pre-processing unstructured documents for downstream applications, providing tools for extracting and cleaning text data.

Document preprocessingMultiple file formats+3
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Vaex

4.5
freemium

Python library for out-of-core DataFrames enabling visualization, exploration, and analysis of large tabular datasets with billions of rows.

Out-of-core DataFramesBillion row datasets+3
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Vast.ai

4.3
marketplace

Marketplace for renting GPU compute from anywhere in the world at competitive prices for AI and machine learning workloads.

GPU marketplaceCompetitive pricing+3
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Vertex AI Feature Store

4.4
pay-as-you-go

Fully managed feature store service by Google Cloud for storing, managing, and serving ML features at scale with low latency.

Fully managed serviceLow-latency serving+3
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Visdom

4.3
open-source

Flexible tool for creating, organizing, and sharing visualizations of live, rich data supporting Torch and NumPy arrays.

Live visualizationsRich data support+3
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vLLM

4.7
open-source

Fast and easy-to-use library for LLM inference and serving with state-of-the-art serving throughput and memory efficiency.

High-throughput servingMemory efficiency+3
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Voilà

4.3
open-source

Tool for converting Jupyter notebooks into standalone web applications and dashboards with interactive widgets for sharing insights.

Notebook conversionWeb applications+3
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Vowpal Wabbit

4.3
open-source

Fast machine learning library developed by Microsoft Research for online learning with support for large-scale datasets and various learning algorithms.

Online learningLarge-scale datasets+3
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Weights & Biases

4.8
freemium

AI developer platform for building better models faster, experiment tracking, dataset versioning, and model evaluation with collaboration tools.

Experiment trackingDataset versioning+3
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Weaviate

4.5
freemium

Open-source vector database with built-in vectorization and hybrid search capabilities for AI-powered applications.

Built-in vectorizationHybrid search+3
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Weka

4.4
open-source

Collection of machine learning algorithms for data mining tasks with graphical user interface, featuring classification, regression, clustering, and visualization tools.

Graphical user interfaceComprehensive algorithms+3
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Whisper

4.8
open-source

Automatic speech recognition system by OpenAI trained on 680,000 hours of multilingual and multitask supervised data collected from the web.

Multilingual ASRRobust performance+3
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xarray

4.6
open-source

N-D labeled arrays and datasets in Python providing pandas-like functionality for multidimensional data including climate and weather data.

N-D labeled arraysMultidimensional data+3
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XGBoost

4.6
open-source

Extreme Gradient Boosting library renowned for high-performance decision-tree ensembles on tabular data.

Histogram-based trainingRegularized boosting+3
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YOLO (You Only Look Once)

4.8
open-source

Real-time object detection system that applies neural networks to full images, predicting bounding boxes and class probabilities in a single evaluation.

Real-time detectionSingle neural network+3
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ZenML

4.4
freemium

Extensible MLOps framework for creating portable, production-ready machine learning pipelines with standardized interfaces.

Portable pipelinesStandardized interfaces+3
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