Practicing Trustworthy Machine Learning: Consistent, Transparent, and Fair AI Pipelines
Language: English
Published by O'Reilly Media, 2023
- Softcover
- New
Condition: New
US$ 72.32
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Über den AutorYada Pruksachatkun is a machine learning scientist at Infinitus, a conversational AI startup that automates calls in the healthcare system. She has worked on trustworthy natural language processing as an Applied Scient.
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- Title
- Practicing Trustworthy Machine Learning: Consistent, Transparent, and Fair AI Pipelines
- Author
- Yada Pruksachatkun|Matthew Mcateer|Subhabrata Majumdar
- Publisher
- O'Reilly Media
- Publication year
- 2023
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1098120272
- ISBN 13
- 9781098120276
With the increasing use of AI in high-stakes domains such as medicine, law, and defense, organizations spend a lot of time and money to make ML models trustworthy. Many books on the subject offer deep dives into theories and concepts. This guide provides a practical starting point to help development teams produce models that are secure, more robust, less biased, and more explainable.
Authors Yada Pruksachatkun, Matthew McAteer, and Subhabrata Majumdar translate best practices in the academic literature for curating datasets and building models into a blueprint for building industry-grade trusted ML systems. With this book, engineers and data scientists will gain a much-needed foundation for releasing trustworthy ML applications into a noisy, messy, and often hostile world.
You'll learn:
- Methods to explain ML models and their outputs to stakeholders
- How to recognize and fix fairness concerns and privacy leaks in an ML pipeline
- How to develop ML systems that are robust and secure against malicious attacks
- Important systemic considerations, like how to manage trust debt and which ML obstacles require human intervention
"Synopsis" may belong to another edition of this title.
About the Author
Matthew McAteer works on machine learning at Formic Labs, a startup focused on in silico cell simulation. He is also the creator of 5cube Labs, an ML consultancy that has worked with over 100 companies in industries ranging from architecture to medicine to agriculture. Matthew previously worked with the TensorFlow team at Google on probabilistic programming, and with the general-purpose AI research company Generally Intelligent. Before he was an ML engineer, Matthew worked in biomedical research labs at MIT, Harvard Medical School, and Brown University.
Subhabrata (Subho) Majumdar is a Senior Applied Scientist at Splunk. Previously, he spent 3 years in AT&T, where he led research and development on ethical AI. Subho deeply believes in the power of data to bring about positive changes in the world---he has cofounded the Trustworthy ML Initiative, and has been a part of multiple successful industry-academia collaborations in the data for good space. Subho holds a PhD in Statistics from the University of Minnesota.
"About the title" may belong to another edition of this title.
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Greven, Germany 48268
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Instructions for revocation
Revocation right
You have the right to revoke this contract within one month without specifying any reasons.
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(If you wish to revoke the contract, please fill up this form and send it back to us.)
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To Moluna GmbH, Münsterstr. 105, 48268 Greven, Fax number: 02571/5 69 89 30, Email address: abe@moluna.de :
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Insofar as you are an entrepreneur, the following shall apply in deviation from the above warranty provisions:
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c) The warranty period shall be one year from delivery of the goods. The shortening of the period shall not apply
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(3) The provisions of the UN Convention on Contracts for the International Sale of Goods are explicitly inapplicable.
II. Customer information
- Identity of the seller
Moluna GmbH
Engberdingdamm 27
48268 Greven
Germany
Telephone: 02571/5698933
E-Mail: abe@moluna.de
- Information regarding the conclusion of the contract
The technical steps associated with the conclusion of the contract, the contract conclusion itself and the correction options are executed in accordance to the regulations "conclusion of the contract" in our standard business terms (part I.).
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Unless a different period is specified in the item description or our delivery conditions, the goods are delivered within 3-5 days after the conclusion of the contract (in case an advance payment has been agreed upon, after the payment authorisation).
6.2 If you are a consumer, the following is statutorily regulated: The risk of the sold item accidentally being destroyed or degraded during shipping only passes over to you when the item in question is delivered, regardless of whether or not the shipping operation is insured. This condition does not apply if you have independently commissioned a transport company that has not been specified by us or a person who has otherwise been appointed to execute the shipping operation.
If you are a businessman, the delivery and shipping operations take place at your own risk.
- Statutory warranty right
Liability for defects is governed by the “Warranty” provisions in our General Terms and Conditions of Business (Part I).
last update: 01.01.2022
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last update: 10.01.2022