Interpretable Machine Learning with Python
By

Rating

Product Description
Product Details

Table of Contents

Table of Contents

  1. Interpretation, Interpretability and Explainability; and why does it all matter?
  2. Key Concepts of Interpretability
  3. Interpretation Challenges
  4. Fundamentals of Feature Importance and Impact
  5. Global Model-Agnostic Interpretation Methods
  6. Local Model-Agnostic Interpretation Methods
  7. Anchor and Counterfactual Explanations
  8. Visualizing Convolutional Neural Networks
  9. Interpretation Methods for Multivariate Forecasting and Sensitivity Analysis
  10. Feature Selection and Engineering for Interpretability
  11. Bias Mitigation and Causal Inference Methods
  12. Monotonic Constraints and Model Tuning for Interpretability
  13. Adversarial Robustness
  14. What's Next for Machine Learning Interpretability?

About the Author

Serg Masis has been at the confluence of the internet, application development, and analytics for the last two decades. Currently, he's a Climate and Agronomic Data Scientist at Syngenta, a leading agribusiness company with a mission to improve global food security. Before that role, he co-founded a startup, incubated by Harvard Innovation Labs, that combined the power of cloud computing and machine learning with principles in decision-making science to expose users to new places and events. Whether it pertains to leisure activities, plant diseases, or customer lifetime value, Serg is passionate about providing the often-missing link between data and decision-making - and machine learning interpretation helps bridge this gap more robustly.

Ask a Question About this Product More...
Write your question below:
Look for similar items by category
People also searched for
How Fishpond Works
Fishpond works with suppliers all over the world to bring you a huge selection of products, really great prices, and delivery included on over 25 million products that we sell. We do our best every day to make Fishpond an awesome place for customers to shop and get what they want — all at the best prices online.
Webmasters, Bloggers & Website Owners
You can earn a 8% commission by selling Interpretable Machine Learning with Python: Learn to build interpretable high-performance models with hands-on real-world examples on your website. It's easy to get started - we will give you example code. After you're set-up, your website can earn you money while you work, play or even sleep! You should start right now!
Authors / Publishers
Are you the Author or Publisher of a book? Or the manufacturer of one of the millions of products that we sell. You can improve sales and grow your revenue by submitting additional information on this title. The better the information we have about a product, the more we will sell!
Item ships from and is sold by Fishpond Retail Limited.
Back to top