Improving and Leveraging the Interpretability of Deep Neural Networks for Genomics
Language: en
Pages:
Authors: Alex Michael Tseng
Categories:
Type: BOOK - Published: 2022 - Publisher:

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In recent years, the field of genomics has been characterized by an extraordinary influx of novel high-throughput technologies and techniques. These methods pro
Interpretable Machine Learning for Scientific Discovery in Regulatory Genomics
Language: en
Pages:
Authors: Avanti Shrikumar
Categories:
Type: BOOK - Published: 2020 - Publisher:

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All cells in our body have approximately the same DNA sequence, yet different cell-types have distinct behavior due to differential expression of genes. This ce
Handbook of Machine Learning Applications for Genomics
Language: en
Pages: 222
Authors: Sanjiban Sekhar Roy
Categories: Technology & Engineering
Type: BOOK - Published: 2022-06-23 - Publisher: Springer Nature

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Currently, machine learning is playing a pivotal role in the progress of genomics. The applications of machine learning are helping all to understand the emergi
Deep Learning for Genomics
Language: en
Pages: 270
Authors: Upendra Kumar Devisetty
Categories: Computers
Type: BOOK - Published: 2022-11-11 - Publisher: Packt Publishing Ltd

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Learn concepts, methodologies, and applications of deep learning for building predictive models from complex genomics data sets to overcome challenges in the li
Genomics-Assisted Crop Improvement
Language: en
Pages: 405
Authors: R.K. Varshney
Categories: Technology & Engineering
Type: BOOK - Published: 2007-12-12 - Publisher: Springer Science & Business Media

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This superb volume provides a critical assessment of genomics tools and approaches for crop breeding. Volume 1 presents the status and availability of genomic r