Multi-iteration Stochastic Estimator
Project description
Multi-iteration Stochastic Estimator
The multi-iteration stochastic estimator (MICE) is an estimator of gradients to be used in stochastic optimization. It uses control-variates to build a hierarchy of iterations, adptively sampling to keep the statistical variance below tolerance in an optimal fashion, cost-wise. The tolerance on the statistical error decreases proportionally to the square of the gradient norm, thus, SGD-MICE converges linearly in strongly convex L-smooth functions.
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file mice-0.1.5.tar.gz.
File metadata
- Download URL: mice-0.1.5.tar.gz
- Upload date:
- Size: 203.7 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/3.4.2 importlib_metadata/4.8.1 pkginfo/1.7.1 requests/2.22.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.8.10
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
fb7479b34f0343f46186ef8a8049ef038b409dfba1d6cbeabb6e0a387d6903b3
|
|
| MD5 |
31f0cefeccb0960f186650425425ae89
|
|
| BLAKE2b-256 |
a2264b9f9b376462516aa583e71478bb41c7a72b421195ac43f18a8761d09962
|
File details
Details for the file mice-0.1.5-py3-none-any.whl.
File metadata
- Download URL: mice-0.1.5-py3-none-any.whl
- Upload date:
- Size: 23.5 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/3.4.2 importlib_metadata/4.8.1 pkginfo/1.7.1 requests/2.22.0 requests-toolbelt/0.9.1 tqdm/4.46.0 CPython/3.8.10
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
dfc257a28c95d5beea055de8627669a99651a8705d645daed974f0848f9298d4
|
|
| MD5 |
6d2b400f26830fc3fd620ec132dcba35
|
|
| BLAKE2b-256 |
fbca6f6174b98e2fa6f766c03eba2f56a551c4badec9460a1cbd182a0397203a
|
