Tools to create AI models for mass spectrometry data
Project description
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
Release history Release notifications | RSS feed
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