Images transmitted over the world wide web are an excellent example of why data compression is important. Suppose we need to download a digitized color photograph over a computer's 33.6 kbps modem. If ...

Many methods of lossy compression have been developed; however, a family of techniques called transform compression has proven the most valuable. The best example of transform compression is embodied ...

You can use this library to build your own ML models with end-to-end optimized data compression built in. It's useful to find storage-efficient representations of your data (images, features, examples ...

Take a look at the lossy data compression tutorial or the model compression tutorial to get started. For a more in-depth introduction from a classical data compression perspective, consider our paper ...

Current trends in HTS data generation indicate that storage, transmission and bandwidth costs will soon surpass the costs of sequencing and become the main bottleneck in genomics as well as in the ...