distributed-ml-patterns

Machine learning patterns

Provides practical patterns and techniques for building scalable and reliable machine learning systems

Distributed Machine Learning Patterns from Manning Publications by Yuan Tang https://bit.ly/2RKv8Zo

GitHub

390 stars
13 watching
35 forks
Language: Python
last commit: 3 months ago
Linked from 4 awesome lists

argoargo-workflowsbookcloud-computingcloud-nativedata-sciencedevopsdistributed-machine-learningdistributed-systemskubeflowkuberneteslarge-scale-machine-learningmachine-learningmachine-learning-pipelinesmanning-publicationsmlopspythontensorflow

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
phdp/mlbop The codebase provides MATLAB implementations of machine learning concepts from S. Theodoridis' book 66
eugeneyan/applied-ml Curated collection of papers and articles on data science and machine learning practices in production environments. 27,322
sahith02/machine-learning-algorithms A comprehensive resource for machine learning and deep learning algorithms 292
terrytangyuan/public-talks Repository containing talks and supporting files on cloud-native, deep-learning, and machine learning topics 19
huiwenzhang/ml-in-action A collection of MATLAB code examples illustrating various machine learning and reinforcement learning concepts. 89
open-mmlab/mmengine Provides a flexible and configurable framework for training deep learning models with PyTorch. 1,179
tensorflow/tensorflow An end-to-end platform for building and deploying machine learning applications 186,382
dask/dask-ml A Python library for scalable machine learning using Dask alongside popular ML libraries 902
mlcommons/inference Measures the performance of deep learning models in various deployment scenarios. 1,236
mostafa-samir/how-machine-learning-works An implementation of Manning Publications' How Machine Learning Works book in Python using Jupyter Notebook 4
zk-ml/research Research on integrating machine learning with emergent runtimes to improve performance and security. 22
iwang05/fluid Federated learning algorithm to mitigate stragglers in distributed machine learning 5
ryuk17/machinelearning This is a collection of machine learning algorithms implemented in Python 3.6. 103
pouyamghari/pof-mkl An implementation of an online federated learning algorithm with multiple kernels for personalized machine learning 0
mitmath/18337 A course project on parallel computing and scientific machine learning using Julia programming language 225