Metadata-Version: 2.1
Name: msAI
Version: 1.0.0.dev0
Summary: Tools to create AI models for mass spectrometry data
Home-page: https://github.com/IsotopeC/msAI
Author: Calvin Peters
Author-email: calvin.isotope@gmail.com
License: UNKNOWN
Description: 
        ############
        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
        *************
        
        *Section in progress*
        
        
Keywords: AI models mass spectrometry MS data mzML spectrum ion chromatogram TIC extracted-ion EIC XIC machine learning artificial intelligence deep neural network
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3
Classifier: Operating System :: OS Independent
Classifier: Topic :: Scientific/Engineering :: Artificial Intelligence
Classifier: Topic :: Scientific/Engineering :: Bio-Informatics
Classifier: Topic :: Scientific/Engineering :: Chemistry
Classifier: Topic :: Scientific/Engineering :: Mathematics
Classifier: Topic :: Scientific/Engineering :: Visualization
Requires-Python: >3.6
Description-Content-Type: text/x-rst
