Interpretable Machine Learning Models – Bücher zum Thema Interpretable Machine Learning Models finden und kaufen

Interpretable Machine Learning Models for Mining Chemical Databases

Lars Rosenbaum
Dr. Hut
42 € · Paperback

Die Entwicklung maschineller Lernverfahren für die computergestützte Suche in chemischen Datenbanken stellt ein hochaktuelles Forschungsthema in der Chemoinformatik dar. Bei der Entwicklung neuer Wirkstoffe kann die Anzahl der sonst erforderlichen, teuren experimentellen Analysen erheblich reduzie...

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning

Uday Kamath, John Liu
Springer International Publishing
149.79 € · Hardcover

interpretability of models explainability intrinsic methods model-agnostic methods deep learning methods Interpretable Machine Learning Models

This book is written both for readers entering the field, and for practitioners with a background in AI and an interest in developing real-world applications. The book is a great resource for practitioners and researchers in both industry and academia, and the discussed case studies and associated m...

Explainable Large Language Models in Healthcare Applications

Springer International Publishing
181.89 € · Hardcover

Explainable AI healthcare Large language models healthcare Explainable artificial intelligence LLMs AI transparency in medicine Interpretable machine learning healthcare Clinical decision support AI Explainable NLP healthcare AI ethics healthcare applications Explainable AI evaluation metrics Human-AI collaboration healthcare

This is a comprehensive book that explores how explainable artificial intelligence (XAI), particularly large language models (LLMs), is transforming healthcare. The book covers foundational concepts of XAI, emphasizing the need for transparency, accountability, and interpretability in AI-driven medi...

Practical Statistical Learning and Data Science Methods

Springer International Publishing
235.39 € · Hardcover

statistical learning data science machine learning data classification time series machine learning classifiers predictive modeling deep learning models SHAP LIME Shapley Additive Explanation Local Interpretable Model-agnostic Explanations

This contributed volume offers practical implementation strategies for statistical learning and data science techniques, with fully peer-reviewed papers that embody insights and experiences gathered within the LISA 2020 Global Network. Through a series of compelling case studies, readers are immerse...

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning

Uday Kamath, John Liu
Springer International Publishing
139.09 € · eBook

interpretability of models explainability intrinsic methods model-agnostic methods deep learning methods Interpretable Machine Learning Models

This book is written both for readers entering the field, and for practitioners with a background in AI and an interest in developing real-world applications. The book is a great resource for practitioners and researchers in both industry and academia, and the discussed case studies and associated m...

Explainable Artificial Intelligence: An Introduction to Interpretable Machine Learning

Uday Kamath, John Liu
Springer International Publishing
149.79 € · Paperback

interpretability of models explainability intrinsic methods model-agnostic methods deep learning methods Interpretable Machine Learning Models

This book is written both for readers entering the field, and for practitioners with a background in AI and an interest in developing real-world applications. The book is a great resource for practitioners and researchers in both industry and academia, and the discussed case studies and associated m...

Explainable and Interpretable Models in Computer Vision and Machine Learning

Springer International Publishing
149.79 € · eBook

Explainable models in computer vision Explainable learning machines Interpretable models Explaining human behavior from data Interpreting human behavior analysis models Explaining first impressions Job candidate screening Multimodal analysis of human behavior Explaining Looking at people Chalearn looking at people challenges Explainable and interpretable decision support systems Benchmarking of explainable and interpretable models

This book compiles leading research on the development of explainable and interpretable machine learning methods in the context of computer vision and machine learning. Research progress in computer vision and pattern recognition has led to a variety of modeling techniques with almost human-like pe...

Explainable and Interpretable Models in Computer Vision and Machine Learning

Springer International Publishing
160.49 € · SF

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Explainable Large Language Models in Healthcare Applications

Springer International Publishing
181.89 € · eBook

...

Practical Statistical Learning and Data Science Methods

Springer International Publishing
223.63 € · eBook

statistical learning data science machine learning data classification time series machine learning classifiers predictive modeling deep learning models SHAP LIME Shapley Additive Explanation Local Interpretable Model-agnostic Explanations

This contributed volume offers practical implementation strategies for statistical learning and data science techniques, with fully peer-reviewed papers that embody insights and experiences gathered within the LISA 2020 Global Network. Through a series of compelling case studies, readers are immerse...

Practical Statistical Learning and Data Science Methods

Springer International Publishing
235.39 € · Paperback

statistical learning data science machine learning data classification time series machine learning classifiers predictive modeling deep learning models SHAP LIME Shapley Additive Explanation Local Interpretable Model-agnostic Explanations

This contributed volume offers practical implementation strategies for statistical learning and data science techniques, with fully peer-reviewed papers that embody insights and experiences gathered within the LISA 2020 Global Network. Through a series of compelling case studies, readers are immerse...

Pattern Recognition

Springer International Publishing
106.99 € · Paperback

deep learning computer vision data analysis photogrammetry remote sending neural networks weakly supervised learning online learning interpretable machine learning robust models 3D reconstruction neural rendering image segmentation action recognition pattern recognition in the life sciences

This book constitutes the proceedings of the 45th Annual Conference of the German Association for Pattern Recognition, DAGM-GCPR 2023, which took place in Heidelberg, Germany, during September 19-22, 2023. The 40 full papers included in these proceedings were carefully reviewed and selected from 76...

Pattern Recognition

Springer International Publishing
96.29 € · eBook

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Practical Explainable AI Using Python

Pradeepta Mishra
APRESS
69.54 € · Paperback

Explainable Artificial Intelligence Interpretable Artificial Intelligence Python Interpret the Black-Box Models Model Biasness in neural networks Model Reliability Trusting Black-box models Time Series Models Natural Language Processing Deep Neural Networks Machine Learning Computer Vision

Learn the ins and outs of decisions, biases, and reliability of AI algorithms and how to make sense of these predictions. This book explores the so-called black-box models to boost the adaptability, interpretability, and explainability of the decisions made by AI algorithms using frameworks such as ...

Agents and Artificial Intelligence

Springer International Publishing
80.24 € · Paperback

Machine Learning Deep Learning Neural Networks Data Science Multi-Agent Systems Natural Language Processing Industrial Applications of AI AI and Creativity Data Mining Agent Models and Architectures Knowledge Representation and Reasoning Explainable Artificial Intelligence Autonomous Systems Interpretable Artificial Intelligence Planning and Scheduling

This two part-volume LNCS constitutes the refereed post proceedings of 16th International Conference, ICAART 2024, in Rome, Italy in February 2024. The 24 full papers and 13 short papers included in this book were carefully reviewed and selected from 375 submissions. They cover all aspects of formal...

Explainable Artificial Intelligence

Springer International Publishing
128.39 € · eBook

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks

This three-volume set constitutes the refereed proceedings of the First World Conference on Explainable Artificial Intelligence, xAI 2023, held in Lisbon, Portugal, in July 2023. The 94 papers presented were thoroughly reviewed and selected from the 220 qualified submissions. They are orga...

Agents and Artificial Intelligence

Springer International Publishing
128.39 € · Paperback

Machine Learning Deep Learning Neural Networks Data Science Multi-Agent Systems Natural Language Processing Industrial Applications of AI AI and Creativity Data Mining Agent Models and Architectures Knowledge Representation and Reasoning Explainable Artificial Intelligence Autonomous Systems Interpretable Artificial Intelligence Planning and Scheduling

This two part-volume LNCS constitutes the refereed post proceedings of 16th International Conference, ICAART 2024, in Rome, Italy in February 2024. The 24 full papers and 13 short papers included in this book were carefully reviewed and selected from 375 submissions. They cover all aspects of formal...

Practical Explainable AI Using Python

Pradeepta Mishra
APRESS
66.99 € · eBook

Explainable Artificial Intelligence Interpretable Artificial Intelligence Python Interpret the Black-Box Models Model Biasness in neural networks Model Reliability Trusting Black-box models Time Series Models Natural Language Processing Deep Neural Networks Machine Learning Computer Vision

Learn the ins and outs of decisions, biases, and reliability of AI algorithms and how to make sense of these predictions. This book explores the so-called black-box models to boost the adaptability, interpretability, and explainability of the decisions made by AI algorithms using frameworks such as ...

Explainable Artificial Intelligence

Springer International Publishing
85.59 € · eBook

artificial intelligence interpretable machine learning causal inference & explanations argumentative-based approaches for explanations decomposition of neural network-based models for XAI convolutional Neural Networks natural language processing for explanations reinforcement learning for enhancing XAI explainability neural networks explainable Artificial Intelligence Ante-hoc approaches for interpretability Auto-encoders & explainability of latent spaces Case-based explanations for AI systems Graph neural networks for explainability

This four-volume set constitutes the refereed proceedings of the Second World Conference on Explainable Artificial Intelligence, xAI 2024, held in Valletta, Malta, during July 17-19, 2024.  The 95 full papers presented were carefully reviewed and selected from 204 submissions. The conference p...

Explainable AI with Python

Springer International Publishing
74.89 € · Paperback

...

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