The Kaggle Book
Konrad Banachewicz
Millions of data enthusiasts from around the world compete on Kaggle, the most famous data science competition platform of them all. Participating in Kaggle competitions is a surefire way to improve your data analysis skills, network with an amazing community of data scientists, and gain valuable experience to help grow your career.
The first audiobook of its kind, The Kaggle Book assembles in one place the techniques and skills you'll need for success in competitions, data science projects, and beyond. Two Kaggle Grandmasters walk you through modeling strategies you won't easily find elsewhere, and the knowledge they've accumulated along the way. As well as Kaggle-specific tips, you'll learn more general techniques for approaching tasks based on image, tabular, textual data, and reinforcement learning. You'll design better validation schemes and work more comfortably with different evaluation metrics.
Whether you want to climb the ranks of Kaggle, build some more data science skills, or improve the accuracy of your existing models, this audiobook is for you.
Duration - 12h 29m.
Author - Konrad Banachewicz.
Narrator - Alex Freeman.
Published Date - Thursday, 12 January 2023.
Copyright - © 2022 Packt Publishing ©.
Location:
United States
Description:
Millions of data enthusiasts from around the world compete on Kaggle, the most famous data science competition platform of them all. Participating in Kaggle competitions is a surefire way to improve your data analysis skills, network with an amazing community of data scientists, and gain valuable experience to help grow your career. The first audiobook of its kind, The Kaggle Book assembles in one place the techniques and skills you'll need for success in competitions, data science projects, and beyond. Two Kaggle Grandmasters walk you through modeling strategies you won't easily find elsewhere, and the knowledge they've accumulated along the way. As well as Kaggle-specific tips, you'll learn more general techniques for approaching tasks based on image, tabular, textual data, and reinforcement learning. You'll design better validation schemes and work more comfortably with different evaluation metrics. Whether you want to climb the ranks of Kaggle, build some more data science skills, or improve the accuracy of your existing models, this audiobook is for you. Duration - 12h 29m. Author - Konrad Banachewicz. Narrator - Alex Freeman. Published Date - Thursday, 12 January 2023. Copyright - © 2022 Packt Publishing ©.
Language:
English
Opening Credits
Duration:00:00:13
Foreword and Contributors
Duration:00:07:45
Preface
Duration:00:09:57
Part 1: Introduction to Competitions
Duration:00:00:06
Chapter 1: Introducing Kaggle and Other Data Science Competitions
Duration:01:10:08
Chapter 2: Organizing Data with Datasets
Duration:00:23:19
Chapter 3: Working and Learning with Kaggle Notebooks
Duration:00:33:13
Chapter 4: Leveraging Discussion Forums
Duration:00:16:57
Part 2: Sharpening Your Skills for Competitions
Duration:00:00:07
Chapter 5: Competition Tasks and Metrics
Duration:01:35:48
Chapter 6: Designing Good Validation
Duration:01:30:36
Chapter 7: Modeling for Tabular Competitions
Duration:01:19:21
Chapter 8: Hyperparameter Optimization
Duration:01:29:20
Chapter 9: Ensembling with Blending and Stacking Solutions
Duration:00:55:59
Chapter 10: Modeling for Computer Vision
Duration:00:43:38
Chapter 11: Modeling for NLP
Duration:00:27:58
Chapter 12: Simulation and Optimization Competitions
Duration:00:21:17
Part 3: Leveraging Competitions for Your Career
Duration:00:00:07
Chapter 13: Creating Your Portfolio of Projects and Ideas
Duration:00:45:27
Chapter 14: Finding New Professional Opportunities
Duration:00:37:42
Closing Credits
Duration:00:00:22