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awesome-production-machine-learning

A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning

clean-code-in-python

Examples for the Clean Code in Python: Refactor your legacy code base Book

contextily

Context geo-tiles in Python

dev

A collection of custom dev setting examples

ds029

Examples codes for the Data Science Series 029 book

ds040

Example codes for the Data Science Series 040 book

imseq

Repository of the Master's Thesis "Application of Deep Learning for Understanding of Image Sequences in Computer Vision" at Technical University of Munich, Germany.

insightbook.opencv_project_python

machine-learning-engineering-on-aws

meteoai

The papers or tutorials and relative source code of artificial intelligence for meteorology, ocean and environment science.

ml-from-scratch

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

mlops

A collection of examples using diffrent MLOps frameworks

numericaloptimization_basicalgorithm

Optimization Algorithm: convex optimization; numerical optimization

openai-cookbook

Examples and guides for using the OpenAI API

opencv

Example codes for the OpenCV project made with Python book

python

All Algorithms implemented in Python

python-patterns

A collection of design patterns/idioms in Python

robyn

Robyn is an experimental, automated and open-sourced Marketing Mix Modeling (MMM) package from Facebook Marketing Science. It uses various machine learning techniques (Ridge regression with cross validation, multi-objective evolutionary algorithm for hyperparameter optimisation, gradient-based optimisation for budget allocation etc.) to define media channel efficiency and effectivity, explore adstock rates and saturation curves. It's built for granular datasets with many independent variables and therefore especially suitable for digital and direct response advertisers with rich dataset.

settings

A collection of custom .rc setting files

streaming-ml-pipeline

Toy project to build a streaming ML serving environment with Kafka.

tensorflow

An Open Source Machine Learning Framework for Everyone

tmux-config

:green_book: Example tmux configuration - screen + vim key-bindings, system stat, cpu load bar.

web-books