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