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Toolbox 2023

1. Predictive Maintenance

  • Remaining Useful Life (RUL) -- (pycaret) all model comparisons
  • Classifier: Failure or not

2. Recommender system

  • (pyspark ml) JSON parse,
  • Recommendation model with Alternating Least Squares(ALS) with ReviewerID,productID,Rating
  • NLP on reviewText, K-means, Silhouette to determine k, PCA - with ReviewerID, productID, ReviewText to recommend ProductID

3. Transfer Learning - image classifier

4. Demand Forecasting

  • Remove Seasonality
  • Time series

5. causal inference analysis

Stepwise Regression https://www.geeksforgeeks.org/stepwise-regression-in-python/# Randomized Control Trials

6. A/B testing

7. NLP custom Q&A with BERT

BERT model Q&A in doctor's clinical notes : calculate F1 score from

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