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System design patterns for machine learning

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machine learning system examples

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Source code accompanying O'Reilly book: Machine Learning Design Patterns

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MLOps μ›Œν¬μƒ΅

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Open Infrastructure & Cloud Native Days Korea 2019 - Workshop

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DKT Project Served by Airflow / BentoML / Docker Swarm

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EconML/CausalML KDD 2021 Tutorial

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Create beautiful, publication-quality books and documents from computational content.

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A machine learning package for streaming data in Python. The other ancestor of River.

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πŸͺ„ Turns your machine learning code into microservices with web API, interactive GUI, and more.

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Embed Observable notebooks into Streamlit apps!

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Always know what to expect from your data.

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Platform for designing and evaluating Graph Neural Networks (GNN)

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Today I Learned

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A Machine Learning System for Data Enrichment.

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πŸ“š Papers & tech blogs by companies sharing their work on data science & machine learning in production.

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Run workflow on JupyterHub

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JanusGraph: an open-source, distributed graph database

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[Zoom & Facebook Live] Weekly AI Arxiv μ‹œμ¦Œ2

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Python implementation of the Iterative Classification Algorithm

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Factor graphs and loopy belief propagation implemented in Python

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Overview and implementation of Belief Propagation and Loopy Belief Propagation algorithms: sum-product, max-product, max-sum

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Build, train, deploy, scale and maintain deep learning models. Understand ML infrastructure and MLOps using hands-on examples.

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Code and files to go along with CS329s machine learning model deployment tutorial.

Jupyter Notebook 595 174 Updated Nov 12, 2022

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841 116 Updated Aug 21, 2021
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