【Product Introduction】
Wandb.ai
Wandb.ai is a development tool platform for machine learning developers that helps users track experiments, manage and version data, and
collaborate with teams to focus more on building the best models.
Wandb.ai is a developer-first MLOps platform that allows users to track, version and visualize
every detail of their ML pipeline with just a few lines of code.
【Product function】
- Experiment tracking : Wandb.ai allows users to record their model inputs and hyperparameters with a few simple lines of code, and view their loss functions, accuracy and other indicators on a real-time dashboard. Wandb.ai also lets users save any model checkpoint and monitor CPU and GPU usage. Wandb.ai also supports multiple types of charts and visualization tools, such as scatter plots, histograms, confusion matrices, etc., as well as custom charts and interactive components.
- Dataset and model versioning : Wandb.ai’s Artifacts module allows users to easily track and version their datasets and models, and associate them with experiments. Wandb.ai also allows users to view dependencies between datasets and models and automatically detect duplicate or missing files. Store datasets and models in the cloud or on-premises and retrieve them with simple API calls.
- Collaborative reporting : Wandb.ai's Reports module allows users to save their ideas and insights along with snapshots of their work and share them with the team or keep them privately.
- Hyperparameter optimization : Wandb.ai's Sweeps module allows users to use grid search, random search or Bayesian optimization methods to find the optimal hyperparameter combination and automatically start parallel or distributed experiments.
- Automated ML workflows : Wandb.ai’s Launch module allows users to automate their ML workflows and integrate them with other tools. You can let users define their workflows using YAML files and launch them using the command line or UI. Run their workflows in different environments and monitor their status and results.
[ Product Price ]
Wandb.ai's product prices are divided into four levels: Free, Personal, Team
and Enterprise.
- Free version : The free version is suitable for personal projects or educational purposes, providing unlimited public projects, 100GB of storage space per month, 10GB of download traffic per month, 1000 Sweep experiments per month, 1000 Launch experiments per month, 1,000 Prompt experiments, 1,000 Model experiments per month, and community support.
- 个人版：个人版适用于私密项目或商业目的，提供无限制的私有项目、每月 200GB 的存储空间、每月 20GB 的下载流量、每月 2000 次 Sweep 实验、每月 2000 次 Launch 实验、每月 2000 次 Prompt 实验。
- 团队版：团队版适用于小型或中型团队，提供无限制的私有项目、每月 500GB 的存储空间、每月 50GB 的下载流量、每月 5000 次 Sweep 实验、每月 5000 次 Launch 实验、每月 5000 次 Prompt 实验、每月 5000 次 Model 实验、以及电子邮件支持等功能。团队版的价格是每个用户每月 20 美元。
- 企业版：企业版适用于大型或复杂的组织，提供无限制的私有项目、定制的存储空间和下载流量、定制的 Sweep、Launch、Prompt 和 Model 实验次数、以及专属的客户经理和技术支持等功能。企业版的价格需要根据用户的需求和规模来定制。
Wandb.ai 还为学生，教师和学术研究人员提供了免费的个人版，只需要使用学校的电子邮件地址来注册即可。
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