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Active Machine Learning with Python. Refine and elevate data quality over quantity with active learning

Active Machine Learning with Python. Refine and elevate data quality over quantity with active learning

Margaux Masson-Forsythe

E-book
Building accurate machine learning models requires quality data—lots of it. However, for most teams, assembling massive datasets is time-consuming, expensive, or downright impossible. Led by Margaux Masson-Forsythe, a seasoned ML engineer and advocate for surgical data science and climate AI advancements, this hands-on guide to active machine learning demonstrates how to train robust models with just a fraction of the data using Python's powerful active learning tools.
You’ll master the fundamental techniques of active learning, such as membership query synthesis, stream-based sampling, and pool-based sampling and gain insights for designing and implementing active learning algorithms with query strategy and Human-in-the-Loop frameworks. Exploring various active machine learning techniques, you’ll learn how to enhance the performance of computer vision models like image classification, object detection, and semantic segmentation and delve into a machine AL method for selecting the most informative frames for labeling large videos, addressing duplicated data. You’ll also assess the effectiveness and efficiency of active machine learning systems through performance evaluation.
By the end of the book, you’ll be able to enhance your active learning projects by leveraging Python libraries, frameworks, and commonly used tools.
  • 1. Introducing Active Machine Learning
  • 2. Designing Query Strategy Frameworks
  • 3. Managing the Human in the Loop
  • 4. Applying Active Learning to Computer Vision
  • 5. Leveraging Active Learning for Big Data
  • 6. Evaluating and Enhancing Efficiency
  • 7. Utilizing Tools and Packages for Active Learning
  • Titel: Active Machine Learning with Python. Refine and elevate data quality over quantity with active learning
  • Autor: Margaux Masson-Forsythe
  • Originaler Titel: Active Machine Learning with Python. Refine and elevate data quality over quantity with active learning
  • ISBN: 9781835462683, 9781835462683
  • Veröffentlichungsdatum: 2024-03-29
  • Format: E-book
  • Artikelkennung: e_3pus
  • Verleger: Packt Publishing