Data-Centric Machine Learning with Python Ebook Tooltip Ebooks kunnen worden gelezen op uw computer en op daarvoor geschikte e-readers. The ultimate guide to engineering and deploying high-quality models based on good data
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- Engels
- E-book
- 9781804612415
- 29 februari 2024
- Adobe ePub
Productbeschrijving
Join the data-centric revolution and master the concepts, techniques, and algorithms shaping the future of AI and ML development, using Python
Key Features- Grasp the principles of data centricity and apply them to real-world scenarios
- Gain experience with quality data collection, labeling, and synthetic data creation using Python
- Develop essential skills for building reliable, responsible, and ethical machine learning solutions
- Purchase of the print or Kindle book includes a free PDF eBook
- Understand the impact of input data quality compared to model selection and tuning
- Recognize the crucial role of subject-matter experts in effective model development
- Implement data cleaning, labeling, and augmentation best practices
- Explore common synthetic data generation techniques and their applications
- Apply synthetic data generation techniques using common Python packages
- Detect and mitigate bias in a dataset using best-practice techniques
- Understand the importance of reliability, responsibility, and ethical considerations in ML/AI
This book is for data science professionals and machine learning enthusiasts looking to understand the concept of data-centricity, its benefits over a model-centric approach, and the practical application of a best-practice data-centric approach in their work. This book is also for other data professionals and senior leaders who want to explore the tools and techniques to improve data quality and create opportunities for small data ML/AI in their organizations.
Productspecificaties
Inhoud
- Taal
- en
- Bindwijze
- E-book
- Oorspronkelijke releasedatum
- 29 februari 2024
- Ebook Formaat
- Adobe ePub
Betrokkenen
- Hoofdauteur
- Jonas Christensen
- Tweede Auteur
- Nakul Bajaj
- Hoofduitgeverij
- Packt Publishing
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- Desktop (Mac en Windows) | Kobo e-reader | Android (smartphone en tablet) | iOS (smartphone en tablet) | Windows (smartphone en tablet)
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EAN
- EAN
- 9781804612415
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