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microsoft/LightGBM

A high-performance gradient boosting framework for machine learning tasks like ranking, classification, and more.

18.1K
Active
C++
ML Ops
Python
#machine-learning#gradient-boosting#data-mining

microsoft/SynapseML

SynapseML is a simple and distributed machine learning library for building and deploying AI models at scale.

5.2K
Active
Scala
ML Ops
Big Data
Apache Spark
#machine-learning#distributed-computing#big-data

mljar/mljar-supervised

An AutoML Python package for tabular data with feature engineering, hyperparameter tuning, and automatic documentation.

3.2K
Experimental
Python
ML Ops
Databases
Python
#automated-machine-learning#automl#tabular-data

BayesWitnesses/m2cgen

Transform ML models into native code (Java, C, Python, Go, etc.) with zero dependencies

3.0K
Archived
Python
AI SDKs & Wrappers
CLI Tools
Python
#machine-learning#code-generation#model-deployment

TeamHG-Memex/eli5

A Python library for inspecting and explaining machine learning models and their predictions.

2.8K
Active
Jupyter Notebook
Inspection
Debugging
Python
#machine-learning#explainability#inspection

mars-project/mars

A unified framework for large-scale data computation that scales popular Python data tools like NumPy, Pandas, and Scikit-Learn.

2.7K
Archived
Python
ML Ops
Caching
Dask
#machine-learning#data-processing#scale

microsoft/DMTK

A distributed machine learning toolkit from Microsoft for building scalable AI and ML models.

2.7K
Archived
ML Ops
API Frameworks
#machine-learning#distributed-computing#scalable-ai

benedekrozemberczki/awesome-decision-tree-papers

A curated collection of research papers on decision, classification and regression trees with implementations.

2.5K
Stable
Python
Machine Learning Research
Machine Learning
Python
#decision-trees#classification-models#regression-trees

ClimbsRocks/auto_ml

Automated machine learning for analytics & production use cases powered by popular ML libraries.

1.7K
Archived
Python
ML Ops
ETL & Pipelines
scikit-learn
#automated-machine-learning#data-science#production-ready

AxeldeRomblay/MLBox

MLBox is a powerful automated machine learning Python library that simplifies and accelerates the machine learning workflow.

1.5K
Archived
Python
ML Ops
Databases
#auto-ml#automated-machine-learning#data-science

skforecast/skforecast

A comprehensive Python library for time series forecasting using machine learning models.

1.5K
Active
Python
ML Ops
Databases
Python
#time-series#forecasting#machine-learning

xorbitsai/xorbits

A scalable Python library for data science and machine learning tasks with API compatibility and lightning-fast performance.

1.2K
Active
Python
ML Ops
Databases
Python
#data-science#machine-learning#scalable

DeepWisdom/AutoDL

Automated Deep Learning without any human intervention, the first solution for the AutoDL challenge@NeurIPS.

1.2K
Archived
Python
AutoML
ML Ops
PyTorch
#automated-machine-learning#automl#data-science

Nixtla/mlforecast

A scalable machine learning library for time series forecasting in Python.

1.2K
Active
Python
ML Ops
Databases
Python
#time-series#forecasting#machine-learning

ryfeus/lambda-packs

A collection of pre-compiled packages for AWS Lambda, useful for AI/ML and other serverless workloads.

1.1K
Archived
Python
Serverless
ML Ops
AWS Lambda
#aws#lambda#serverless

benedekrozemberczki/awesome-gradient-boosting-papers

A curated list of gradient boosting research papers with implementations in Python.

1.0K
Active
Python
Machine Learning Ops
API Frameworks
Python
#machine-learning#classification#gradient-boosting

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