Synthes

Serg Masís Interpretable Machine Learning with Python (Paperback)

Description: Further DetailsTitle: Interpretable Machine Learning with PythonCondition: NewFormat: PaperbackRelease Date: 10/31/2023Subtitle: Build explainable, fair, and robust high-performance models with hands-on, real-world examplesISBN-10: 180323542XEAN: 9781803235424ISBN: 9781803235424Publisher: Packt Publishing LimitedDescription: A deep dive into the key aspects and challenges of machine learning interpretability using a comprehensive toolkit, including SHAP, feature importance, and causal inference, to build fairer, safer, and more reliable models.Purchase of the print or Kindle book includes a free eBook in PDF format.Key FeaturesInterpret real-world data, including cardiovascular disease data and the COMPAS recidivism scoresBuild your interpretability toolkit with global, local, model-agnostic, and model-specific methodsAnalyze and extract insights from complex models from CNNs to BERT to time series modelsBook DescriptionInterpretable Machine Learning with Python, Second Edition, brings to light the key concepts of interpreting machine learning models by analyzing real-world data, providing you with a wide range of skills and tools to decipher the results of even the most complex models.Build your interpretability toolkit with several use cases, from flight delay prediction to waste classification to COMPAS risk assessment scores. This book is full of useful techniques, introducing them to the right use case. Learn traditional methods, such as feature importance and partial dependence plots to integrated gradients for NLP interpretations and gradient-based attribution methods, such as saliency maps.In addition to the step-by-step code, you’ll get hands-on with tuning models and training data for interpretability by reducing complexity, mitigating bias, placing guardrails, and enhancing reliability.By the end of the book, you’ll be confident in tackling interpretability challenges with black-box models using tabular, language, image, and time series data.What you will learnProgress from basic to advanced techniques, such as causal inference and quantifying uncertaintyBuild your skillset from analyzing linear and logistic models to complex ones, such as CatBoost, CNNs, and NLP transformersUse monotonic and interaction constraints to make fairer and safer modelsUnderstand how to mitigate the influence of bias in datasetsLeverage sensitivity analysis factor prioritization and factor fixing for any modelDiscover how to make models more reliable with adversarial robustnessWho this book is forThis book is for data scientists, machine learning developers, machine learning engineers, MLOps engineers, and data stewards who have an increasingly critical responsibility to explain how the artificial intelligence systems they develop work, their impact on decision making, and how they identify and manage bias. It’s also a useful resource for self-taught ML enthusiasts and beginners who want to go deeper into the subject matter, though a good grasp of the Python programming language is needed to implement the examples.Language: EnglishCountry/Region of Manufacture: GBItem Height: 235mmItem Length: 191mmAuthor: Serg MasísContributor: Aleksander Molak (Foreword by), Denis Rothman (Foreword by)Genre: Computing & InternetRelease Year: 2023 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.

Price: 73.62 USD

Location: 60502

End Time: 2024-11-19T23:09:57.000Z

Shipping Cost: 0 USD

Product Images

Serg Masís Interpretable Machine Learning with Python (Paperback)

Item Specifics

Return shipping will be paid by: Buyer

All returns accepted: Returns Accepted

Item must be returned within: 30 Days

Refund will be given as: Money back or replacement (buyer's choice)

Return policy details:

Format: Paperback

Release Date: 10/31/2023

Release Year: 2023

Book Title: Interpretable Machine Learning with Python

Publication Name: Interpretable Machine Learning with Python

Title: Interpretable Machine Learning with Python

Subtitle: Build explainable, fair, and robust high-performance models with

ISBN-10: 180323542X

EAN: 9781803235424

ISBN: 9781803235424

Publisher: Packt Publishing Limited

Language: English

Country/Region of Manufacture: GB

Item Height: 235mm

Item Length: 191mm

Author: Serg Masís

Contributor: Denis Rothman (Foreword by)

Genre: Computing & Internet

Recommended

Interpretable Machine Learning with Python: Learn to build interpretable high-pe
Interpretable Machine Learning with Python: Learn to build interpretable high-pe

$33.15

View Details
Interpretable Machine Learning with Python: Learn to build interpretable high...
Interpretable Machine Learning with Python: Learn to build interpretable high...

$61.81

View Details
Interpretable Machine Learning with Python: Learn to build interpretable high
Interpretable Machine Learning with Python: Learn to build interpretable high

$58.80

View Details
Interpretable Machine Learning with Python: Learn to build interpretable high-pe
Interpretable Machine Learning with Python: Learn to build interpretable high-pe

$69.20

View Details
Interpretable Machine Learning with Python: Learn to build interpretable high...
Interpretable Machine Learning with Python: Learn to build interpretable high...

$59.14

View Details
Serg Masís Interpretable Machine Learning with Python (Paperback) (UK IMPORT)
Serg Masís Interpretable Machine Learning with Python (Paperback) (UK IMPORT)

$91.38

View Details
Serg Masís Interpretable Machine Learning with Python (Paperback)
Serg Masís Interpretable Machine Learning with Python (Paperback)

$73.62

View Details
Interpretable Machine Learning with Pytho... by Masís, Serg Paperback / softback
Interpretable Machine Learning with Pytho... by Masís, Serg Paperback / softback

$28.58

View Details
Interpretable Machine Learning with Python : Learn to Build Interpretable...
Interpretable Machine Learning with Python : Learn to Build Interpretable...

$30.00

View Details
Interpretable Machine Learning with Python: Learn to build interpretable high-pe
Interpretable Machine Learning with Python: Learn to build interpretable high-pe

$61.82

View Details