Tinker

Tinker

Thinking Machines Lab
+

Related Products

  • Twilio
    1,313 Ratings
    Visit Website
  • Docmosis
    48 Ratings
    Visit Website
  • TinyPNG
    45 Ratings
    Visit Website
  • Windsurf Editor
    147 Ratings
    Visit Website
  • Coursebox AI
    69 Ratings
    Visit Website
  • Teradata VantageCloud
    975 Ratings
    Visit Website
  • Epicor Connected Process Control
    4 Ratings
    Visit Website
  • Boon
    41 Ratings
    Visit Website
  • Google Cloud Run
    274 Ratings
    Visit Website
  • Lodgify
    3,876 Ratings
    Visit Website

About

The core of extensible programming is defining functions. Python allows mandatory and optional arguments, keyword arguments, and even arbitrary argument lists. Whether you're new to programming or an experienced developer, it's easy to learn and use Python. Python can be easy to pick up whether you're a first-time programmer or you're experienced with other languages. The following pages are a useful first step to get on your way to writing programs with Python! The community hosts conferences and meetups to collaborate on code, and much more. Python's documentation will help you along the way, and the mailing lists will keep you in touch. The Python Package Index (PyPI) hosts thousands of third-party modules for Python. Both Python's standard library and the community-contributed modules allow for endless possibilities.

About

An end-to-end open source machine learning platform. TensorFlow is an end-to-end open source platform for machine learning. It has a comprehensive, flexible ecosystem of tools, libraries and community resources that lets researchers push the state-of-the-art in ML and developers easily build and deploy ML powered applications. Build and train ML models easily using intuitive high-level APIs like Keras with eager execution, which makes for immediate model iteration and easy debugging. Easily train and deploy models in the cloud, on-prem, in the browser, or on-device no matter what language you use. A simple and flexible architecture to take new ideas from concept to code, to state-of-the-art models, and to publication faster. Build, deploy, and experiment easily with TensorFlow.

About

Tinker is a training API designed for researchers and developers that allows full control over model fine-tuning while abstracting away the infrastructure complexity. It supports primitives and enables users to build custom training loops, supervision logic, and reinforcement learning flows. It currently supports LoRA fine-tuning on open-weight models across both LLama and Qwen families, ranging from small models to large mixture-of-experts architectures. Users write Python code to handle data, loss functions, and algorithmic logic; Tinker handles scheduling, resource allocation, distributed training, and failure recovery behind the scenes. The service lets users download model weights at different checkpoints and doesn’t force them to manage the compute environment. Tinker is delivered as a managed offering; training jobs run on Thinking Machines’ internal GPU infrastructure, freeing users from cluster orchestration.

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Platforms Supported

Windows
Mac
Linux
Cloud
On-Premises
iPhone
iPad
Android
Chromebook

Audience

Developers interested in a beautiful but advanced programming language

Audience

Organizations interested in a powerful open source machine learning platform

Audience

AI researchers and ML engineers requiring a solution to experiment with fine-tuning open source language models while outsourcing infrastructure complexity

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

Support

Phone Support
24/7 Live Support
Online

API

Offers API

API

Offers API

API

Offers API

Screenshots and Videos

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version
Free Trial

Pricing

Free
Free Version
Free Trial

Pricing

No information available.
Free Version
Free Trial

Reviews/Ratings

Overall 5.0 / 5
ease 5.0 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Reviews/Ratings

Overall 5.0 / 5
ease 4.5 / 5
features 5.0 / 5
design 5.0 / 5
support 5.0 / 5

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Training

Documentation
Webinars
Live Online
In Person

Company Information

Python
Founded: 1991
www.python.org

Company Information

TensorFlow
Founded: 2015
United States
www.tensorflow.org

Company Information

Thinking Machines Lab
United States
thinkingmachines.ai/tinker/

Alternatives

Alternatives

Vertex AI

Vertex AI

Google

Alternatives

Vertex AI

Vertex AI

Google

Categories

Categories

Categories

Machine Learning Features

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Integrations

Aider
Better Stack
Claude Sonnet 3.5
Claude Sonnet 4.5
Dash Rewriter
DeepSeek-VL
GPT Pilot
Growler
JetBrains Aqua
Jupyter Notebook
Mailtrap
Oracle SQL Developer
Qwen
ScreenshotAPI
Tenzir
The CodeGround
Vaex
pexpect
scikit-learn
statsmodels

Integrations

Aider
Better Stack
Claude Sonnet 3.5
Claude Sonnet 4.5
Dash Rewriter
DeepSeek-VL
GPT Pilot
Growler
JetBrains Aqua
Jupyter Notebook
Mailtrap
Oracle SQL Developer
Qwen
ScreenshotAPI
Tenzir
The CodeGround
Vaex
pexpect
scikit-learn
statsmodels

Integrations

Aider
Better Stack
Claude Sonnet 3.5
Claude Sonnet 4.5
Dash Rewriter
DeepSeek-VL
GPT Pilot
Growler
JetBrains Aqua
Jupyter Notebook
Mailtrap
Oracle SQL Developer
Qwen
ScreenshotAPI
Tenzir
The CodeGround
Vaex
pexpect
scikit-learn
statsmodels
Claim Python and update features and information
Claim Python and update features and information
Claim TensorFlow and update features and information
Claim TensorFlow and update features and information
Claim Tinker and update features and information
Claim Tinker and update features and information