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Collection of upvoted projects by uoabasin.
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ML in Production - Deployment Series
A multi-part blog series on deploying machine learning models in an automated, reproducible, and auditable manner.
production guide article tutorial
Full Stack Deep Learning
Full Stack Deep Learning helps you bridge the gap from training machine learning models to deploying AI systems in the real world.
production full-stack deep-learning course
2020 Machine Learning Roadmap
A beginner mind map (and presentation) connecting many of the most foundational concepts in machine learning.
machine-learning data-science introduction beginner
NLP Model Selection
NLP model selection guide to make it easier to select models. This is prescriptive in nature and has to be used with caution.
transfer-learning natural-language-processing neural-networks transformers
NumPy Fundamentals for Data Science and Machine Learning
In-depth interactive tutorial of NumPy fundamentals for data science & machine learning. From the ndarray object to applied linear algebra. Project is 70% ...
numpy python article code
Python Implementation of Reinforcement Learning: An Introduction
Plot replications, exercise solutions and Anki flashcards for the entire book by chapters.
reinforcement-learning code book tutorial
Curated papers & articles on DS & ML in production
Learn how organizations & business solved machine learning problems, including problem statement, research, methodology, and results.
data-science machine-learning production paper
Machine Learning Toolbox
A curated list of 100+ libraries for all parts of the Machine Learning workflow
exploratory-data-analysis annotation visualization interpretability
How to Set Up a Python Project For Automation and Collaboration
How to set up a Python repo with unit tests, code coverage, lint checking, type checking, Makefile wrapper, and automated build with GitHub Actions.
python unit-tests git testing
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