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Learn AI
MLOps Tutorials: CI/CD, Pipelines & ML Experiment Tracking
محتوى الدورة
MLOps Tutorial #1: Intro to Continuous Integration for ML
MLOps Tutorial #2: When data is too big for Git
MLOps Tutorial #3: Track ML models with Git & GitHub Actions
MLOps Tutorial #4: GitHub Actions with your own GPUs
MLOps Tutorial #5: Automated Testing for Machine Learning
MLOps Tutorial #6: Behavioral tests for models with GitHub Actions
MLOps Chat: How Should We Test ML Models? with Data Scientist Jeremy Jordan
MLOps Tutorial #7: GitHub Actions with R for Data Science (put a ggplot in your pull request!)
Using DVC Experiments in Transfer Learning
GitOps for ML - How to convert machine learning notebooks to reproducible DVC pipelines
Best MLOps Practices for Building End-to-End Machine Learning Computer Vision Projects with Alex Kim
Machine Learning Experiment Tracking with VS Code, Git, and DVC
Transforming a Jupyter Notebook into a Reproducible Pipeline for ML Experiments
How to Turn Your IDE into a Machine Learning Experimentation Platform with the DVC ext for VS Code
Applying GitOps Principles at Every Step of an E2E MLOps Project - A Workshop
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