This is the main course repo of "Hands-on Data Science with Microsoft Azure" by Lummetry.AI
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Lecture 1-2: 24.03@14.00 – 4 hrs
- Introduction in Data Science - use-cases, intuition
- Hands-on Azure Notebooks basic machine learning
- Preprocessing & visualization
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Lecture 3: 30.03 @ 10:00 – 2 hrs
- Shallow Machine Learning using Azure Notebooks
- Deep Learning intro using Azure Notebooks
- Short introduction in Azure Databricks
- Assignment #1 problem
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Lecture 4: 31.03 @ 12:00 – 2 hrs
- Deep Learning on Azure Data Science VM
- From notebooks to API - End-to-end Shallow & Deep Learning pipelines.
- Assignment #1 project FAQ
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Lecture 5: 12.05 @ 14:00 – 2 hrs
- Deep Vision basic neural convolutional architectures
- Pipelines and experiments
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Lecture 6: 19.05 @ 14:00 – 2 hrs
- Sequence modeling architectures
- Pipelines and experiments
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Lecture 7: 26.05 @ 14:00 – 2 hrs
- Advanced neural architectures
- Grid-search and Auto-ML
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Lecture 8: 02.06 @ 14:00 – 2 hrs
- Azure Deep Learning model training
- Deep Learning models deployment in various scenarios