The 91 Best AI ML Platform Tools for Your Problem in 2026

Hugging Face, Google DeepMind, Scaleway, Kaggle, Treppan Technologies, Cohere, Modular, fal, CompactifAI by Multiverse Computing, Scale AI are strong paid/free AI ML Platform options for common problems.

Hugging Face

The AI community platform for collaborating on models, datasets, and applications.

huggingface.co

05.0

Google DeepMind

Build AI responsibly to benefit humanity

deepmind.google

Google DeepMind

05.0

Scaleway

Secure, transparent, and fast-moving European cloud & AI platform built for what's next.

scaleway.com

Scaleway

🇫🇷France

05.0

Kaggle

Kaggle is the world's AI proving ground, where 32M+ builders, researchers, and labs evaluate agents, models, and frontier technology through crowdsourced benchmarks, competitions, and hackathons.

kaggle.com

05.0

Treppan Technologies

Treppan Technologies is Uganda's leading AI startup offering AI development, chatbot development, and AI consultation services.

treppantechnologies.com

Treppan Technologies

🇺🇬Uganda

05.0

Cohere

Cohere builds enterprise AI models and solutions for secure, private, and customizable AI deployment.

cohere.com

Cohere

05.0

Modular

Unified AI inference stack from custom GPU kernels to production cloud serving on NVIDIA, AMD, and other accelerators.

modular.com

Modular

🇺🇸United States

05.0

fal

Generative media platform for developers to run image, video, 3D, and audio models.

fal.ai

Features and Labels

🇺🇸United States

05.0

CompactifAI by Multiverse Computing

Multiverse Computing compresses large AI models for efficient, sovereign deployment on cloud, data centers, and edge devices.

multiversecomputing.com

Multiverse Computing

🇪🇸Spain

05.0

Scale AI

Scale AI provides reliable AI systems for critical decisions, offering data, evaluations, and full-stack AI solutions for enterprises and governments.

scale.com

Scale AI

🇺🇸United States

05.0

Letta Agent

Letta is an AI research lab building self-improving agents with persistent memory, identity, and continual learning.

letta.com

Letta

🇺🇸United States

05.0

PyTorch

PyTorch is an open-source deep learning framework for building and training neural networks, backed by the PyTorch Foundation.

pytorch.org

PyTorch

05.0

Parea AI

Experimentation and human annotation platform for AI teams to build production-ready LLM applications.

parea.ai

05.0

scikit-learn

scikit-learn is a free machine learning library for Python, featuring simple and efficient tools for data mining and data analysis.

scikit-learn.org

05.0

NumPy

NumPy is the fundamental package for scientific computing with Python, offering powerful N-dimensional arrays and numerical computing tools.

numpy.org

NumPy team

05.0

Replicate

Run and fine-tune open-source machine learning models with a cloud API, all with one line of code.

replicate.com

05.0

Fireworks

Fireworks is a state-of-the-art AI training and inference platform that transforms open models into specialized intelligence.

fireworks.ai

Fireworks AI

05.0

Qualcomm AI Hub

The platform for on-device AI, with optimized open source and licensed models, or bring your own.

sdk.nexa.ai

2026 Qualco

05.0

阿里云开发者社区

阿里云开发者社区是覆盖云计算、人工智能、云原生、大数据、数据库、安全、开发、运维等技术领域的开发者服务平台。

developer.aliyun.com

05.0

Caffe

Caffe is a deep learning framework focused on expression, speed, and modularity, developed by Berkeley AI Research.

caffe.berkeleyvision.org

05.0

Apache MXNet

A flexible and efficient open-source deep learning framework for research and production.

mxnet.apache.org

Apache MXNet

05.0

Abacus.AI

The world's first AI super assistant for professionals and enterprises, automating work with an all-in-one AI platform.

abacus.ai

Abacus.AI

05.0

BytePlus

AI-Native Cloud for Enterprise Growth: Build, deploy, and scale AI with cutting-edge models, tools, and infrastructure.

byteplus.com

05.0

书生

书生通用大模型体系是由上海人工智能实验室打造的开源大模型平台，提供语言、多模态、气象、金融等多种垂直领域AI模型

intern-ai.org.cn

🇨🇳China

05.0

ModelScope 魔搭社区

ModelScope——汇聚各领域先进的机器学习模型，提供模型探索体验、推理、训练、部署和应用的一站式服务。

modelscope.cn

2022-2026 ModelSco

05.0

DeepInfra

DeepInfra offers cost-effective, scalable, easy-to-deploy, and production-ready machine-learning models and infrastructures for deep-learning models.

deepinfra.com

DeepInfra

05.0

商汤科技 SenseTime

A globally leading artificial intelligence company, specializing in generative AI, vision AI, and AI computing infrastructure, providing core products such as the SenseNova large model and SenseCore AI infrastructure.

sensetime.com

🇨🇳China

05.0

LLMBoard.ai

LLM Leaderboard to compare AI models across capability, price, speed, and benchmarks.

llmboard.ai

LLMBoard

05.0

Machine Learning Mastery

Making developers awesome at machine learning.

machinelearningmastery.com

MachineLearningMastery.com

05.0

Keras

Keras is a deep learning API designed for human beings, not machines, focusing on debugging speed, code elegance, and maintainability.

keras.io

05.0

NLTK

NLTK is a leading open-source Python platform for natural language processing, offering easy-to-use interfaces to over 50 corpora and lexical resources.

nltk.org

NLTK Project

05.0

TypeSafe AI

TypeSafe AI builds System One Models that return typed, calibrated decisions for machine-native automation.

typesafe.ai

05.0

Lambda AI Infrastructure

AI compute in the cloud: rent NVIDIA GPUs and supercomputers for training and inference.

lambda.ai

Lambda

🇺🇸United States

05.0

fast.ai

fast.ai makes deep learning accessible through free courses, software libraries, and research for coders of all backgrounds.

fast.ai

05.0

Deeplearning4j

Comprehensive documentation for Eclipse Deeplearning4j and its ecosystem — ND4J, SameDiff, DataVec, Keras Import, Python4J, and more

deeplearning4j.konduit.ai

05.0

模力方舟（Gitee AI）

Gather the latest and hottest AI models, provide one-stop services for model experience, inference, training, deployment, and application, offer abundant computing power, and strive to be the best AI community in China.

ai.gitee.com

2026 moark.co

🇨🇳China

05.0

晨涧云

Chenjian Cloud is a professional AI computing platform offering stable and efficient GPU rental services, supporting various AI models and computing needs.

mornai.cn

🇨🇳China

05.0

数眼智能

Shuyan Intelligent is an enterprise-grade AI data and model cloud service platform, providing full-process AI development products such as web parsing, web search, model APIs, and OCR.

shuyanai.com

数眼智能

🇨🇳China

05.0

飞桨PaddlePaddle

源于产业实践的开源深度学习平台，致力于让深度学习技术的创新与应用更简单。

paddlepaddle.org.cn

PaddlePaddle developers

🇨🇳China

05.0

Monostate

Monostate trains custom AI models on your proprietary data, from fine-tuning with RLHF to open-source training frameworks.

monostate.ai

Monostate

🇺🇸United States

05.0

Label Studio

Open source multi-modal data labeling and annotation platform for AI evaluation, RLHF, computer vision, document AI, NLP, audio transcription, and more.

labelstud.io

Label Studio

05.0

Roofline

Roofline is an AI deployment SDK and runtime that enables efficient deployment of AI models on diverse edge hardware.

roofline.ai

Roofline

🇩🇪Germany

05.0

GMI Cloud

AI cloud platform for production workloads with serverless inference, dedicated NVIDIA GPU clusters, and agent runtime.

gmicloud.ai

GMI Computing

🇺🇸United States

05.0

Varo Cloud

Generative AI cloud platform offering 500+ models for image, video, and audio creation.

varo.cloud

Varo.cloud

05.0

Scenario

The Creative AI Infrastructure: build custom workflows across image, video, audio and 3D.

scenario.com

Scenario

05.0

LLaMA Factory Online / Lab4AI

The LLaMA Factory Online / Lab4AI platform has officially ceased operations, and users are recommended to migrate to the Alaya NeW platform.

lab4ai.cn

05.0

AutoScientist by Adaption Labs

Adaptive AI that continuously learns, adapting to any industry or language.

adaptionlabs.ai

Adaption Labs

🇺🇸United States

05.0

昇思MindSpore

Huawei's open-source self-developed full-scenario AI framework, supporting device-edge-cloud deployment, with features such as automatic differentiation and parallel training.

mindspore.cn

MindSpore 2026 粤A2-20044005号隐私声明法律声明关于co

15.0

Edge Impulse

Edge Impulse is an MLOps platform for developing, deploying, and monitoring edge AI and physical AI solutions on any edge device.

edgeimpulse.com

Edge Impulse

🇺🇸United States

05.0

Seed by ByteDance

ByteDance Seed team is dedicated to exploring general intelligence, with research directions covering LLM, speech, vision, world models, etc., and has released multiple cutting-edge AI models.

seed.bytedance.com

🇨🇳China

05.0

HydraDB

HydraDB is a graph database built on object storage, designed for modern AI workloads with high recall and low latency.

hydradb.com

🇺🇸United States

05.0

BAAI智源研究院

BAAI is a new type of research institution in the field of artificial intelligence, bringing together top international AI scholars, focusing on core technologies and original innovation, and promoting five major source innovations.

baai.ac.cn

北京智源人工智能研究院

🇨🇳China

05.0

GPUX

GPUX is a serverless GPU inference platform that lets you run AI models fast, with 1s cold starts.

gpux.ai

GPUX Inc.

🇨🇦Canada

05.0

Synexa AI

Deploy AI models effortlessly with Synexa's revolutionary one-line solution.

synexa.ai

05.0

Novita AI

AI-Native Cloud for Builders and Agents: Run models, scale GPUs, and build AI agents on one platform.

omniinfer.io

Novita AI

05.0

PlusB

PlusB deploys LLMs and custom AI models on your infrastructure with zero data retention.

plusb.in

05.0

Modly.ai

Custom AI development company that trains, fine-tunes, and hosts LLMs tailored to your data.

modly.ai

05.0

Liner.ai

Liner is a free tool that lets you build and deploy machine learning applications within minutes.

liner.ai

05.0

Smartbird

Smartbird delivers dedicated AI infrastructure as a managed service, providing performance, control, and scalability without capital investment.

smartbird.ai

Smartbird

🇺🇸United States

05.0

Lobe

Lobe is a free, easy-to-use tool for Mac and PC that helps you train machine learning models and ship them to any platform.

lobe.ai

GitHub

🇺🇸United States

05.0