Hands-on Data Science with Microsoft Azure

This is the main course repo of "Hands-on Data Science with Microsoft Azure" by Lummetry.AI

Part 1

• 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

• 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

• 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

Part 2

• Lecture 5: 12.05 @ 14:00 – 2 hrs

  • Deep Vision basic neural convolutional architectures
  • Pipelines and experiments

• Lecture 6: 19.05 @ 14:00 – 2 hrs

  • Sequence modeling architectures
  • Pipelines and experiments

• Lecture 7: 26.05 @ 14:00 – 2 hrs

  • Advanced neural architectures
  • Grid-search and Auto-ML

• Lecture 8: 02.06 @ 14:00 – 2 hrs

  • Azure Deep Learning model training
  • Deep Learning models deployment in various scenarios