~/talk

Using C# for Data Science and Machine Learning

Talkat Global Azure Virtual 2020 · 2020-04-23..04-25· [machine-learning, python]
links:none on file
slides:none on file

Shows a runnable Jupyter setup using .NET Interactive and Microsoft.Data.Analysis to load the UCI bank CSV, tokenizes and featurizes categorical string columns, concatenates numeric features (age, balance) and trains a logistic regression via ML.NET; performs cross‑validation and reports AUC ~90%. Builds PredictionEngine classes to output PredictedLabel and Score, runs example predictions (defaults vs nondefaults), and saves the trained model for deployment to Azure Blob or an API.

AI-written summary · about

  1. 0:00Introduction to C# for ML
  2. 1:08Setting up prerequisites
  3. 2:10Installing .NET Interactive
  4. 3:37Creating a C# notebook
  5. 4:27Loading and exploring data
  6. 7:21Analyzing job distribution
  7. 9:51Visualizing job data
  8. 11:40Examining marital status
  9. 12:32Default loan analysis
  10. 13:39Training ML model
  11. 17:33Evaluating model performance
  12. 19:03Making predictions
  13. 23:29Deploying models
  14. 24:59Conference announcement
  15. 25:44Q&A and closing
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