Productionize AI and ML Algorithms in Cloud Environments

Productionize AI and ML Algorithms in Cloud Environments

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mlflow tracking api: simple & pythonic!

11 of 17

11 of 17

mlflow tracking api: simple & pythonic!

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Productionize AI and ML Algorithms in Cloud Environments

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  1. 1 intro
  2. 2 preamble
  3. 3 development phase of ml algorithm
  4. 4 natural language processing tasks
  5. 5 natural language processing : the concept
  6. 6 hugging face
  7. 7 use case 1 - example - text classification
  8. 8 mlflow
  9. 9 ml model experiments
  10. 10 model development without mlflow
  11. 11 mlflow tracking api: simple & pythonic!
  12. 12 model training framework
  13. 13 hugging face fine tuning nlp...
  14. 14 model evaluation
  15. 15 pytorch serving - ml models
  16. 16 productionizing in aws cloud
  17. 17 thank you

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