Weights & Biases (W&B) Platform
A Weights & Biases (W&B) Platform is a MLOps platform.
- Context:
- It can (typically) track machine learning experiments by logging hyperparameters, metrics, and outputs during model training.
- ...
- It can integrate with frameworks like TensorFlow, PyTorch, and scikit-learn, enabling users to visualize their model's performance in real-time.
- It can offer hyperparameter tuning with tools like W&B Sweeps to automate the search for optimal configurations.
- It can track and version datasets, models, and artifacts to ensure the reproducibility of machine-learning experiments.
- It can provide visualizations for various tasks, including model classification, regression, and clustering, helping users interpret results.
- It can scale from individual ML workflows to large-scale deployments, supported by integrations with cloud platforms and infrastructure like NVIDIA.
- It can manage model lifecycle stages, from initial training and experimentation to deployment in production environments, offering W&B-managed and self-hosted solutions.
- It can offer automated report generation and collaboration features that enable teams to document findings and share insights.
- It can be used for diverse applications ranging from autonomous vehicles to drug discovery and customer support automation.
- It can provide specific solutions for handling large language models (LLMs), making it suitable for teams working with generative AI technologies.
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- Example(s):
- Counter-Example(s):
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- See: Experiment Tracking, Hyperparameter Tuning, Model Deployment, Generative AI.
References
2024
- https://www.linkedin.com/company/wandb/about/
- Weights & Biases: the AI developer platform.
Build better models faster, fine-tune LLMs, develop GenAI applications with confidence, all in one system of record developers are excited to use. W&B Models is the MLOps solution used by foundation model builders and enterprises who are training, fine-tuning, and deploying models into production. W&B Weave is the LLMOps solution for software developers who want a lightweight but powerful toolset to help them track and evaluate LLM applications.
Weights & Biases is trusted by over a 1,000 companies to productionize AI at scale including teams at OpenAI, Meta, NVIDIA, Cohere, Toyota, Square, Salesforce, and Microsoft.
Sign up for a 30-day free trial today at http://wandb.me/trial.
- Website
- Weights & Biases: the AI developer platform.
https://wandb.ai/site
Industry
Software Development
Company size
262 associated members
Headquarters
San Francisco, California
Founded
2017
Specialties
deep learning, developer tools, machine learning, MLOps, GenAI, LLMOps, large language models, and llms