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The Kaggle Book

You're reading from   The Kaggle Book Data analysis and machine learning for competitive data science

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Product type Paperback
Published in Apr 2022
Publisher Packt
ISBN-13 9781801817479
Length 534 pages
Edition 1st Edition
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Authors (2):
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Luca Massaron Luca Massaron
Author Profile Icon Luca Massaron
Luca Massaron
Konrad Banachewicz Konrad Banachewicz
Author Profile Icon Konrad Banachewicz
Konrad Banachewicz
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Toc

Table of Contents (20) Chapters Close

Preface
1. Part I: Introduction to Competitions
2. Introducing Kaggle and Other Data Science Competitions FREE CHAPTER 3. Organizing Data with Datasets 4. Working and Learning with Kaggle Notebooks 5. Leveraging Discussion Forums 6. Part II: Sharpening Your Skills for Competitions
7. Competition Tasks and Metrics 8. Designing Good Validation 9. Modeling for Tabular Competitions 10. Hyperparameter Optimization 11. Ensembling with Blending and Stacking Solutions 12. Modeling for Computer Vision 13. Modeling for NLP 14. Simulation and Optimization Competitions 15. Part III: Leveraging Competitions for Your Career
16. Creating Your Portfolio of Projects and Ideas 17. Finding New Professional Opportunities 18. Other Books You May Enjoy
19. Index

Index

Symbols

632 bootstrap 172

A

accuracy 114

acquisition function 261, 295

adaptive overfitting 150

adversarial testing 25

adversarial validation 160, 180

example 181, 182

using 179-181

AI Ethics

reference link 74

Akiyama, Osamu 472, 473

albumentations 346, 347

characteristics 346

Alibaba Cloud 11

reference link 11

AlphaZero

reference link 431

Analytics competitions 19

Analytics Vidhya 11, 462

reference link 11

Annuals competitions 18

attention 288

AUC metric 105

augmentation techniques

for image 335

for text 414

auto-correlation 166

autoencoders

denoising, with 226-230

AutoGluon 330

AutoViz

reference link 204

average precision 118

average precision at k (AP@K) 134

averaging ensembling technique 307-309

B

bagging technique 305

basic optimization techniques 242

grid search 243-245

halving search 246, 247

random search...

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