Springer Series on Challenges in Machine Learning – serie
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13 produkter
Automated Machine Learning
Methods, Systems, Challenges
Av Frank Hutter, Lars Kotthoff m. fl.
Inbunden, 2019
569 kr
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This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial …
NIPS '17 Competition: Building Intelligent Systems
Av Sergio Escalera, Markus Weimer
Häftad, 2018
569 kr
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This book summarizes the organized competitions held during the first NIPS competition track. It provides both theory and applications of hot topics in machine learning, such as adversarial learning, conversational intelligence, and deep reinforcement learning.Rigorous competition evaluation was …
Cause Effect Pairs in Machine Learning
Av Isabelle Guyon, Alexander Statnikov m. fl.
Inbunden, 2019
1580 kr
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This book presents ground-breaking advances in the domain of causal structure learning. The problem of distinguishing cause from effect (“Does altitude cause a change in atmospheric pressure, or vice versa?”) is here cast as a binary classification problem, to be tackled by machine learning …
Cause Effect Pairs in Machine Learning
Av Isabelle Guyon, Alexander Statnikov m. fl.
Häftad, 2020
1128 kr
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This book presents ground-breaking advances in the domain of causal structure learning. The problem of distinguishing cause from effect (“Does altitude cause a change in atmospheric pressure, or vice versa?”) is here cast as a binary classification problem, to be tackled by machine learning …
Inpainting and Denoising Challenges
Av Sergio Escalera, Stephane Ayache m. fl.
Inbunden, 2019
569 kr
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The problem of dealing with missing or incomplete data in machine learning and computer vision arises in many applications. Recent strategies make use of generative models to impute missing or corrupted data. Advances in computer vision using deep generative models have found applications in …
Inpainting and Denoising Challenges
Av Sergio Escalera, Stephane Ayache m. fl.
Häftad, 2020
569 kr
Lägg i varukorg
The problem of dealing with missing or incomplete data in machine learning and computer vision arises in many applications. Recent strategies make use of generative models to impute missing or corrupted data. Advances in computer vision using deep generative models have found applications in …
NeurIPS '18 Competition
From Machine Learning to Intelligent Conversations
Av Sergio Escalera, Ralf Herbrich
Inbunden, 2019
569 kr
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This volume presents the results of the Neural Information Processing Systems Competition track at the 2018 NeurIPS conference. The competition follows the same format as the 2017 competition track for NIPS. Out of 21 submitted proposals, eight competition proposals were selected, spanning the area …
Neural Connectomics Challenge
Av Demian Battaglia, Isabelle Guyon m. fl.
Inbunden, 2017
1128 kr
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This book illustrates the thrust of the scientific community to use machine learning concepts for tackling a complex problem: given time series of neuronal spontaneous activity, which is the underlying connectivity between the neurons in the network? The contributing authors also develop tools for …
Gesture Recognition
Av Sergio Escalera, Isabelle Guyon m. fl.
Inbunden, 2017
1692 kr
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This book presents a selection of chapters, written by leading international researchers, related to the automatic analysis of gestures from still images and multi-modal RGB-Depth image sequences. It offers a comprehensive review of vision-based approaches for supervised gesture recognition methods …
Neural Connectomics Challenge
Av Demian Battaglia, Isabelle Guyon m. fl.
Häftad, 2018
1128 kr
Lägg i varukorg
This book illustrates the thrust of the scientific community to use machine learning concepts for tackling a complex problem: given time series of neuronal spontaneous activity, which is the underlying connectivity between the neurons in the network? The contributing authors also develop tools for …
Gesture Recognition
Av Sergio Escalera, Isabelle Guyon m. fl.
Häftad, 2018
1692 kr
Lägg i varukorg
This book presents a selection of chapters, written by leading international researchers, related to the automatic analysis of gestures from still images and multi-modal RGB-Depth image sequences. It offers a comprehensive review of vision-based approaches for supervised gesture recognition methods …
NIPS '17 Competition: Building Intelligent Systems
Av Sergio Escalera, Markus Weimer
Inbunden, 2018
569 kr
Lägg i varukorg
This book summarizes the organized competitions held during the first NIPS competition track. It provides both theory and applications of hot topics in machine learning, such as adversarial learning, conversational intelligence, and deep reinforcement learning.Rigorous competition evaluation was …
Explainable and Interpretable Models in Computer Vision and Machine Learning
Av Hugo Jair Escalante, Sergio Escalera m. fl.
2019
1995 kr
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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 …
