Machine Learning Engineering Open Book
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Feb 21, 2026 - Python
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machine-learning-engineering
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Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.
python machine-learning pipeline hacktoberfest machine-learning-engineering mlops kedro experiment-tracking
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Feb 26, 2026 - Python
A curated list of awesome MLOps tools
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Feb 23, 2026 - Python
Learn for free how to build an end-to-end production-ready LLM & RAG system using LLMOps best practices: ~ source code + 12 hands-on lessons
docker aws course infrastructure-as-code machine-learning-engineering comet-ml rag mlops pulumi qdrant large-language-models bytewax generative-ai qwak llmops ml-system-design superlinked
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Apr 26, 2025 - Python
Notes for Machine Learning Engineering for Production (MLOps) Specialization course by DeepLearning.AI & Andrew Ng
data-science machine-learning course deep-learning notes coursera andrew-ng machine-learning-engineering mlops ml-engineering deeplearningai machine-learning-ops ml-engineering-for-production
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May 17, 2023
Frouros: an open-source Python library for drift detection in machine learning systems.
python machine-learning statistics concept-drift machine-learning-engineering mle change-detection covariate-shift mlops drift-detection machine-learning-operations data-drift distribution-shift dataset-drift dataset-shift
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Feb 11, 2026 - Python
Decoding ML articles hub: Hands-on articles with code on production-grade ML
computer-vision system-design machine-learning-engineering mlops large-language-models ml-system-design
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Mar 6, 2025 - Jupyter Notebook
A comprehensive solution for monitoring your AI models in production
data-science machine-learning ai monitoring artificial-intelligence observability machine-learning-engineering data-drift ai-monitoring ml-observability ai-observability llm-observability
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Dec 16, 2025 - Python
A robust () and fast () MLOps tool for managing data and pipelines in Rust ()
rust devops data-science data machine-learning data-engineering command-line-tool data-pipelines machine-learning-engineering mlops
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Feb 20, 2026 - Rust
Tutorials on how to engineer Machine Learning projects using Deep Neural Networks with PyTorch and Python
python machine-learning deep-learning pytorch neural-networks machine-learning-api machine-learning-engineering machine-learning-deploy
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Dec 2, 2020 - Jupyter Notebook
My repo for the Machine Learning Engineering bootcamp 2022 by DataTalks.Club
python docker kubernetes machine-learning deep-learning aws-lambda deployment aws-ec2 tensorflow-serving machine-learning-engineering aws-fargate tflite bentoml kserve
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Aug 8, 2023 - Jupyter Notebook
A Helm chart containing Kubeflow Pipelines as a standalone service.
machine-learning workflow-engine machine-learning-engineering mlops kubeflow-pipelines mlops-workflow
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May 1, 2023
Machine Learning for Production Specialization
python machine-learning production coursera hacktoberfest machine-learning-engineering mlops mooc-solutions
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Oct 3, 2022
End-to-end Email Spam Detection system using Machine Learning and NLP, featuring TF-IDF, Logistic Regression, threshold optimization, and a FastAPI-based real-time inference API.
python nlp api natural-language-processing text-classification logistic-regression machine-learning-engineering model-deployment spam-detection-machine-learning tfidf-vectorizer fastapi ml-engineering
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Jan 28, 2026 - Jupyter Notebook
This repository contains examples of using various libraries/tools for MLOps.
docker flask data-science machine-learning airflow luigi machine-learning-engineering mle dvc mlops mlflow redisai machinelearningengineering mlops-workshop
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Apr 22, 2022 - Python
OpenAI Baselines: high-quality implementations of reinforcement learning algorithms
reinforcement-learning deep-learning algorithms openai-gym policy policy-gradient machine-learning-engineering trpo proximal-policy-optimization ppo self-play dota2-bot openai-five
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Jun 20, 2018 - Python
End-to-end ML project for tabular data.
docker data-science machine-learning tabular-data hyperparameter-optimization machine-learning-engineering machine-learning-projects feature-store machine-learning-testing optuna mlops-template
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Dec 4, 2025 - Jupyter Notebook
Fruits Classification App (Gradio)
python machine-learning computer-vision deep-learning tensorflow keras image-processing image-classification convolutional-neural-networks gradio machine-learning-engineering image-preprocessing mlops image-classfication gradio-interface gradio-python-app
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Oct 24, 2024 - Python
ML System - Model Deployment & Lifecycle Management
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Feb 25, 2025 - Python
Fruits Classification App (Streamlit)
python machine-learning prototype deep-learning tensorflow numpy logging plotly keras image-processing pandas image-classification convolutional-neural-networks machine-learning-engineering mlops streamlit streamlit-application
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Oct 28, 2024 - Python
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