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Description

Lens serves as the official fine-tuning service of Moondream, aimed at transforming a general vision-language model into a highly specialized tool for specific tasks. Users embark on a straightforward, organized process starting with the collection of a small dataset of images pertinent to their needs, followed by fine-tuning the model via an API using methods like supervised fine-tuning (SFT) or reinforcement learning. Finally, they can deploy their tailored model in the cloud or locally with Photon. This service is predicated on the notion that Moondream starts with a general model developed from extensive public data, and through fine-tuning, it is customized to grasp the specific products, documents, categories, or internal information that are vital to a business, thereby markedly enhancing accuracy and reliability in that field. Designed with production scenarios in mind, Lens empowers teams to achieve substantial improvements in accuracy with minimal data, effectively training the model to excel at a defined task. This innovative approach ensures that businesses can leverage cutting-edge technology while maintaining a focus on their unique requirements.

Description

Tinker is an innovative training API tailored for researchers and developers, providing comprehensive control over model fine-tuning while simplifying the complexities of infrastructure management. It offers essential primitives that empower users to create bespoke training loops, supervision techniques, and reinforcement learning workflows. Currently, it facilitates LoRA fine-tuning on open-weight models from both the LLama and Qwen families, accommodating a range of model sizes from smaller variants to extensive mixture-of-experts configurations. Users can write Python scripts to manage data, loss functions, and algorithmic processes, while Tinker autonomously takes care of scheduling, resource distribution, distributed training, and recovery from failures. The platform allows users to download model weights at various checkpoints without the burden of managing the computational environment. Delivered as a managed service, Tinker executes training jobs on Thinking Machines’ proprietary GPU infrastructure, alleviating users from the challenges of cluster orchestration and enabling them to focus on building and optimizing their models. This seamless integration of capabilities makes Tinker a vital tool for advancing machine learning research and development.

API Access

Has API Yes 

API Access

Has API Yes 

Screenshots View All

Screenshots View All

Integrations

Inkling No 
Inkling-Small No 
Llama 3 No 
Llama 3.1 No 
Llama 3.2 No 
Llama 3.3 No 
Moondream Yes 
Photon Yes 
Python No 
Qwen No 
Qwen3 No 

Integrations

Inkling Yes 
Inkling-Small Yes 
Llama 3 Yes 
Llama 3.1 Yes 
Llama 3.2 Yes 
Llama 3.3 Yes 
Moondream No 
Photon No 
Python Yes 
Qwen Yes 
Qwen3 Yes 

Pricing Details

$300 per month
Free Trial No 
Free Version Yes 

Pricing Details

No price information available.
Free Trial No 
Free Version Yes 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Deployment

Web-Based Yes 
On-Premises No 
iPhone App No 
iPad App No 
Android App No 
Windows No 
Mac No 
Linux No 
Chromebook No 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Customer Support

Business Hours No 
Live Rep (24/7) No 
Online Support Yes 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) Yes 
In Person No 

Types of Training

Training Docs Yes 
Webinars No 
Live Training (Online) No 
In Person No 

Vendor Details

Company Name

Moondream

Founded

2024

Country

United States

Website

moondream.ai/p/lens

Vendor Details

Company Name

Thinking Machines Lab

Country

United States

Website

thinkingmachines.ai/tinker/

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