A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`
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Apr 15, 2023 - HTML
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machine-learning-production
Here are 16 public repositories matching this topic...
Deploy and scale serverless machine learning app - in 4 steps.
react aws computer-vision aws-lambda deployment serverless production pytorch gan style-transfer serverless-framework netlify scalable-applications cartoonify machine-learning-production cartoongan netlify-deployment streamlit
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Mar 30, 2023 - Jupyter Notebook
A web-app to identify toxic comments in a youtube channel and delete them.
python nlp machine-learning natural-language-processing youtube pytorch bert google-oauth2 youtube-data-api end-to-end-machine-learning machine-learning-production toxic-comment-classification toxic-comments youtube-data-api-v3 bert-model fastapi hate-speech-detection toxicity-classification huggingface-transformers full-stack-deep-learning
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Dec 24, 2023 - Jupyter Notebook
This project is focused on the Deployment phase of machine learning. The Docker and FastAPI are used to deploy a dockerized server of trained machine learning pipeline.
docker model-serving machine-learning-production fastapi machine-learning-pipeline dockerized-server
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Jan 7, 2023 - Python
Open source software for machine learning production monitoring : maintain control over production models, detect bias, explain your results.
machine-learning monitoring machine-learning-library observability monitoring-tool machine-learning-production explainable-ai data-monitoring production-ai production-engineering machine-learning-explainability
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Mar 3, 2023 - JavaScript
Useful links to get started with deploying Machine Learning models in production
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Jul 18, 2023
Template for a simple API server for serving a scikit-learn model using flask.
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Aug 2, 2018 - Python
Datamot is a hadoop job deployer
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Nov 1, 2017 - Scala
Artificial Intelligence Virtual Experience Program
python data-science exploratory-data-analysis data-analysis machine-learning-production data-modelling model-building-and-evaluation
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Aug 11, 2023 - Jupyter Notebook
This Repository consist of all the Jupyter Notebooks, Images and .CSV files of the tasks that were assigned during the Cognizant Artificial Intelligence Course hosted on Forage
data-science data machine-learning data-mining jupyter-notebook data-visualization time-series-analysis random-forest-regressor decision-tree-regressor machine-learning-production cognizant data-modelling forage model-building-and-interpretation
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Dec 6, 2023 - Jupyter Notebook
Udacity Nanodegree Exercises and Projects
aws machine-learning aws-lambda software-engineering aws-ec2 machine-learning-pipelines udacity-machine-learning-nanodegree amazon-s3 machine-learning-production sagemaker sagemaker-deployment
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Apr 18, 2020 - Jupyter Notebook
A 6-week hands-on masterclass in production MLOps engineering. Build a file-backed experiment tracker, a containerized model registry, an inference server with dynamic batching, a cached pipeline DAG, automated drift detectors (PSI/KS), and high-performance LLM serving infra (KV-cache/continuous batching) from scratch.
docker registry tracking packaging containers cicd inference-server machine-learning-production mlops model-registry data-drift llm llm-serving llm-deployment cicd-pipelines devops-for-ml mflow-alternative
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May 27, 2026 - Jupyter Notebook
Reference implementation for deploying ML models from notebooks to production
machine-learning production-ready ml-infrastructure machine-learning-production ml-production artifical-intelligence ml-engineering production-code ai-engineering
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Aug 12, 2025 - Python
This repository includes all materials and project solutions for MLOps Specialization prepared by DeepLearning.AI.
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Sep 10, 2024 - Jupyter Notebook
Enterprise-grade Context Pruning for RAG. Hierarchical 2-stage architecture (MiniLM-L6 ONNX INT8) achieving 60-75% token compression at <20ms latency.
python nlp information-retrieval onnx machine-learning-production rag llm-optimization context-pruning
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Mar 31, 2026 - Python
Nect CVML cookiecutter template.
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Nov 29, 2021 - Python
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