MLLite

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14 repositories

presentations_slides
Public
Presentations , Slides
0•1•0•0•Updated May 21, 2024May 21, 2024
mllite_validation_logs
Public
Data/Output/Logs of the MLLite Validation Process : JSON output, SQL generation, Perf comparison with Legacy Models, ...
Python
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Other
•0•0•0•0•Updated Apr 8, 2024Apr 8, 2024
sklearn2json
Public
A tool to jsonify some sklearn and xgboost models. A high level serialization that works across programming languages. Used for mllite tests.
json machine-learning random-forest scikit-learn xgboost support-vector-machine ridge-regression multi-layer-perceptron decision-tree model-export
Python
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BSD 3-Clause "New" or "Revised" License
•0•0•0•0•Updated Mar 27, 2024Mar 27, 2024
TinyML_On_MicroControllers_Demo
Public
Demo of a prototype using MLLite for training and deployment of Machine Learning Models on various devices and microcontrollers.
training machine-learning arm prototype deployment cplusplus mips firmware random-forest esp32
Assembly
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BSD 3-Clause "New" or "Revised" License
•1•2•0•0•Updated Feb 20, 2024Feb 20, 2024
xgboost_reproducible_randoms
Public
XGBoost Special Fork for MLLite Prototyping (2023-11)
C++
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Apache License 2.0
•8.7k•1•0•0•Updated Jan 21, 2024Jan 21, 2024
scikit-learn_reproducible_randoms
Public
Scikit-Learn Special Fork for MLLite Prototyping (2023-09)
Python
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BSD 3-Clause "New" or "Revised" License
•25k•1•0•0•Updated Jan 21, 2024Jan 21, 2024
reproducible_random
Public
A python random number generator that can be reproduced across hardware and software platforms. Based on the C++ standard random number generator (std::mt19937) . Source only.
C++
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BSD 3-Clause "New" or "Revised" License
•0•1•0•0•Updated Sep 1, 2023Sep 1, 2023
sklearn2sql_heroku
Public
Heroku web service client for sklearn2sql
mysql sql-server hive deployment sqlite postgresql oracle regression scoring xgboost
Python
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BSD 3-Clause "New" or "Revised" License
•1•2•5•0•Updated Oct 26, 2022Oct 26, 2022
sklearn2sql-demo
Public
Demo of an In-database processing tool for scikit-learn
mysql decision sql-server integration deployment sqlite postgresql scoring transpiler mssql
Jupyter Notebook
•3•13•0•0•Updated Oct 18, 2022Oct 18, 2022
ml2cpp
Public
Machine Learning Models Deployment using C++ Code Generation
deployment esp32 stm32 keras stl pytorch edge xgboost lightgbm cpp17
C++
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BSD 3-Clause "New" or "Revised" License
•1•9•7•0•Updated Sep 6, 2022Sep 6, 2022
pytorch2sql
Public
Deep Learning (PyTorch) Models Deployment using SQL databases
mysql machine-learning sql deep-learning deployment postgresql oracle databases torch pytorch
Python
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BSD 3-Clause "New" or "Revised" License
•1•8•0•0•Updated Jul 25, 2021Jul 25, 2021
caret2sql
Public
Caret R Models Deployment using SQL databases
mysql cran sql neural-network postgresql oracle regression databases xgboost classification
R
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BSD 3-Clause "New" or "Revised" License
•1•4•0•0•Updated Jul 13, 2021Jul 13, 2021
sklearn_explain
Public
Model explanation provides the ability to interpret the effect of the predictors on the composition of an individual score.
black-box risk sklearn classification contribution transparency score credit-scoring scorecard gdpr
Python
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BSD 3-Clause "New" or "Revised" License
•5•13•2•0•Updated Jan 21, 2021Jan 21, 2021
keras2sql
Public
Deep Learning (Keras) Models Deployment using SQL databases
mysql machine-learning sql theano deep-learning deployment neural-network cntk tensorflow scikit-learn
Python
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BSD 3-Clause "New" or "Revised" License
•3•17•2•0•Updated Jul 5, 2019Jul 5, 2019