February 2018
Intermediate to advanced
378 pages
10h 14m
English
Content preview from Machine Learning with Swift
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Lossless compression
A typical neural network contains a significant amount of redundant information. This enables us to apply both lossless and lossy compression to them, and often achieve fairly good results.
Huffman encoding is a type of compression that is commonly referred to in research papers concerning CNN compression. You can also use Apple compression or Facebook zstd libraries, which deliver state-of-the-art compression. Apple compression contains four compression algorithms (three common and one Apple-specific):
- LZ4 is the fastest of the four.
- ZLIB is standard zip archiving.
- LZMA is slower but delivers the best compression.
- LZFSE is a bit faster and delivers slightly better compression than ZLIB. It is optimized for the Apple ...
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