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Machine Learning with Python Machine Learning with Python @codeprogrammer Β· 68.6K subscribers
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πŸ“‚ 8 Steps to Mastering MLOps
βœ… For data scientists


⏯️ Introduction to MLOps

πŸ“Ž MLOps Zoomcamp

πŸ“Ž Neptune Blog

βž–βž–βž–βž–βž–βž–

2️⃣ Model Management

πŸ“Ž ML Model Registry

πŸ“Ž ML Experiment Tracking

πŸ“Ž Experiment Tracking

βž–βž–βž–βž–βž–βž–

3️⃣ Building a pipeline of models

πŸ“Ž Building End-to-End ML Pipelines

πŸ“Ž Orchestration Tools

πŸ“Ž Orchestration & ML Pipelines

βž–βž–βž–βž–βž–βž–

4️⃣ Monitoring models

πŸ“Ž Evidently AI Blog

πŸ“Ž NannyML Blog

πŸ“Ž Model Monitoring

βž–βž–βž–βž–βž–βž–

5️⃣ Introduction to Docker

πŸ“Ž Docker Tutorial

βž–βž–βž–βž–βž–βž–

6️⃣ Designing ML systems

πŸ“Ž Designing ML Systems

πŸ“Ž ML System Design Patterns

πŸ“Ž ML System Design Interview

βž–βž–βž–βž–βž–βž–

7️⃣ Sample projects

πŸ“Ž Evidently AI Database

πŸ“Ž LLMOps Case Studies

βž–βž–βž–βž–βž–βž–

8️⃣ Comprehensive roadmap

πŸ“Ž MLOps Roadmap 2024

#MLOps #MachineLearning #DataScience #AI #ModelMonitoring #MLPipelines #Docker #MLSystemDesign #ExperimentTracking #LLMOps #NeuralNetworks #DeepLearning #AITools #MLProjects #MLOpsRoadmap


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