This release is a pre-release and may not be stable for production use.
Introduction
msAI - Software Tools to Create AI Models for Mass Spectrometry Data
Note: msAI is in development. Currently, all releases are development previews. Features are incomplete and may change.
Overview
msAI provides a library of python modules for…
Extracting data from mass spectrometry data files
Supported MS file types: mzML, TBD…
Importing sample metadata
Unify MS data and sample metadata in a single view
Partitioning data for training, testing, and validation
Quality analysis of MS runs / samples
Metadata verification
Anomaly detection
Plotting / visualization
AI / machine learning frameworks
TensorFlow
TBD…
Creating AI models
Neural network architectures - neuron layers, connections, activation functions
Model training - loss and optimization functions, hyperparameter tuning
Evaluation of models - measure accuracy, prevent overfitting
Model lifecycle management
Deploy, update, backup, restore
Installation
Install from the Python Package Index (PyPI):
pip install msAI
Documentation
1 maintainer
Release files for msAI 1.3.1.dev0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| msAI-1.3.1.dev0.tar.gz | 14.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| msAI-1.3.1.dev0-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 31.3 kB
Release files / msAI-1.3.1.dev0.tar.gz
| Download URL | msAI-1.3.1.dev0.tar.gz |
|---|---|
| Size | 14.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
7dc6b1f2bbd0ba7dcd3d3eb67b69527d89003462828b141d527cba395725e415
|
|
BLAKE2b-256 checksum How to use checksums |
845426a84a64f89210e3b8d5760a0177701cadfe6b14840a1e0587cfa1273bbe
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.6.0 requests-toolbelt/0.9.1 tqdm/4.36.1 CPython/3.7.5
|
Release files / msAI-1.3.1.dev0-py3-none-any.whl
| Download URL | msAI-1.3.1.dev0-py3-none-any.whl |
|---|---|
| Size | 16.9 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
9aed4c417077822948bcc2212f27ebbeb3c8bc90d4cc0f0627a923adc7b4db0d
|
|
BLAKE2b-256 checksum How to use checksums |
cb98ca45461fbbc7d10de78307164f4a0c65442ed212341d35e9a1d49b531693
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/2.0.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/41.6.0 requests-toolbelt/0.9.1 tqdm/4.36.1 CPython/3.7.5
|
