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Query your petabyte-scale datasets in seconds, save views, and stream to ML frameworks while training. Visualize changes as datasets evolves instantly from your browser.
"As the datasets enlarge and become multi-modal, next-gen solutions built specifically to address those use cases, like Deep Lake, will help AI teams deliver models to production faster, and more efficiently."
Thanks to the Deep Lake streaming feature, the team was able can access large open datasets as extensive as LAION-400M in seconds (as compared to the 100+ hours it takes via traditional methods).
We obtained 80% GPU utilization while training 1B parameter CLIP model on LAION-400M, streaming dataset from US-EAST (AWS) to US-CENTRAL (GCP) on 16xA100 GPUs on the same machine.
Semantically visualize, seamlessly explore, and visually interact with audio, video, & image datasets right in your browser. Overlay metadata, & explore distributions
Use Tensor Query Language, our engine capable of querying terabyte-scale datasets to instantly. Run advanced queries with built-in NumPy-like array manipulations
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Stream the dataset to PyTorch or TensorFlow with one line of code. Our data loader efficiently streams data from remote storage to the GPUs while models are being trained
Git for data. Modify dataset elements across versions & switch between them. Work with datasets of any size, overcome the limitations of file-based systems, instantly visualizes changes in-browser, & trace data lineage
With Deep Lake, teams drive revenue growth by shipping AI products faster & save money on GPU compute cost.
Deep Lake works locally, on Google Cloud, MinIO, AWS S3, Azure, Google Drive as well as Activeloop storage (no servers required). Directly stream datasets from cold storage to ML workflows. It's that fast
Keep your datasets private, share them with your organization or anyone on the web. Have multiple data scientists working on the same data? We can handle that, too
With a powerful new class of large language models enabling writing code, creating images for socials or real estate businesses, help users achieve superhuman results with your products. With Deep Lake.
Image
Generate images for consumer or social use cases, or to boost media & advertising. Help users brainstorm new designs.
Speech
Synthesize new voices for text to speech use cases in voice assistants, digital influencers, & beyond
Video
Generate video, edit existing content, and supercharge your creative process
Music
Compose never-heard-before music from existing tracks, or styles