Tree Ensemble Classifiers on Heterogeneous Platforms

Tree Ensemble Classifiers on Heterogeneous Platforms

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05:33 Optimizing Multithreading for Heterogeneous CPUs

9 of 12

9 of 12

05:33 Optimizing Multithreading for Heterogeneous CPUs

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Classroom Contents

Tree Ensemble Classifiers on Heterogeneous Platforms

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  1. 1 00:00 Introduction to Performance and Scalability Challenges
  2. 2 00:12 Understanding Heterogeneous CPUs
  3. 3 01:09 Introduction to Machine Learning Models
  4. 4 01:24 Decision Trees and Their Applications
  5. 5 02:27 Random Forest and Gradient Boosting
  6. 6 03:21 Experimental Settings and Data
  7. 7 03:50 Performance Analysis of Random Forest
  8. 8 05:00 Performance Analysis of Gradient Boosting
  9. 9 05:33 Optimizing Multithreading for Heterogeneous CPUs
  10. 10 08:03 Worker Pool Pattern for Improved Performance
  11. 11 10:32 Conclusion and Key Takeaways
  12. 12 11:07 Q&A and Closing Remarks

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