Hoppa till sidans huvudinnehåll
Deep learning, a branch of Artificial Intelligence and machine learning, has led to new approaches to solving problems in a variety of domains including data science, data analytics and biomedical engineering. Deep Learning for Data Analytics: Foundations, Biomedical Applications and Challenges provides readers with a focused approach for the design and implementation of deep learning concepts using data analytics techniques in large scale environments. Deep learning algorithms are based on artificial neural network models to cascade multiple layers of nonlinear processing, which aids in feature extraction and learning in supervised and unsupervised ways, including classification and pattern analysis. Deep learning transforms data through a cascade of layers, helping systems analyze and process complex data sets. Deep learning algorithms extract high level complex data and process these complex sets to relatively simpler ideas formulated in the preceding level of the hierarchy. The authors of this book focus on suitable data analytics methods to solve complex real world problems such as medical image recognition, biomedical engineering, and object tracking using deep learning methodologies. The book provides a pragmatic direction for researchers who wish to analyze large volumes of data for business, engineering, and biomedical applications. Deep learning architectures including deep neural networks, recurrent neural networks, and deep belief networks can be used to help resolve problems in applications such as natural language processing, speech recognition, computer vision, bioinoformatics, audio recognition, drug design, and medical image analysis.

  • Presents the latest advances in Deep Learning for data analytics and biomedical engineering applications.
  • Discusses Deep Learning techniques as they are being applied in the real world of biomedical engineering and data science, including Deep Learning networks, deep feature learning, deep learning toolboxes, performance evaluation, Deep Learning optimization, deep auto-encoders, and deep neural networks
  • Provides readers with an introduction to Deep Learning, along with coverage of deep belief networks, convolutional neural networks, Restricted Boltzmann Machines, data analytics basics, enterprise data science, predictive analysis, optimization for Deep Learning, and feature selection using Deep Learning

Produktinformation

  • Utgivningsdatum2020-05-31
  • Mått191 x 235 x undefined mm
  • Vikt450 g
  • FormatHäftad
  • SpråkEngelska
  • Antal sidor218
  • FörlagElsevier Science
  • ISBN9780128197646
Hoppa över listan

Du kanske också är intresserad av

Real-Time Data Analytics for Large Scale Sensor Data

Himansu Das, Nilanjan Dey, Valentina Emilia Balas, India) Das, Himansu (Assistant Professor, Kalinga Institute of Industrial Technology University, Bhubaneswar, Odisha, UK) Dey, Nilanjan (Associate Professor, Department of Computer Science and Engineering, Techno International New Town, Kolkata, India; Visiting Fellow , University of Reading, Romania) Balas, Valentina Emilia (Full Professor, Department of Automatics and Applied Software, Faculty of Engineering, "Aurel Vlaicu" University of Arad, Arad

Häftad

2 099 kr

Big Data Analytics for Intelligent Healthcare Management

Nilanjan Dey, Himansu Das, Bighnaraj Naik, H S Behera, UK) Dey, Nilanjan (Associate Professor, Department of Computer Science and Engineering, Techno International New Town, Kolkata, India; Visiting Fellow , University of Reading, India) Das, Himansu (Assistant Professor, Kalinga Institute of Industrial Technology University, Bhubaneswar, Odisha, India) Naik, Bighnaraj (Assistant Professor, Department of Computer Application, Veer Surrendra Sai University of Technology, Burla, India) Behera, H S (Associate Professor, Veer Surendra Sai University of Technology, Burla, Sambulpar, Odisha

Häftad

1 869 kr

Wearable and Implantable Medical Devices

Nilanjan Dey, Amira S. Ashour, Simon James Fong, Chintan Bhatt, UK) Dey, Nilanjan (Associate Professor, Department of Computer Science and Engineering, Techno International New Town, Kolkata, India; Visiting Fellow , University of Reading, Egypt) Ashour, Amira S. (Assistant Professor and Head of Electronics and Electrical Communications Engineering Department, Faculty of Engineering, Tanta University, Macau SAR) James Fong, Simon, PhD (Associate Professor, Department of Computer and Information Science Data Analytics and Collaborative Computing Laboratory, University of Macau, Taipa, India) Bhatt, Chintan (Assistant Professor, Department of Computer Engineering, Charotar University of Science And Technology, Gujarat

Häftad

2 479 kr

Applied Speech Processing

Nilanjan Dey, UK) Dey, Nilanjan (Associate Professor, Department of Computer Science and Engineering, Techno International New Town, Kolkata, India; Visiting Fellow , University of Reading

Häftad

1 189 kr

Social Network Analytics

Nilanjan Dey, Samarjeet Borah, Rosalina Babo, Amira S. Ashour, UK) Dey, Nilanjan (Associate Professor, Department of Computer Science and Engineering, Techno International New Town, Kolkata, India; Visiting Fellow , University of Reading, India) Borah, Samarjeet (Associate Professor, Department of Computer Applications, Sikkim Manipal University, Portugal) Babo, Rosalina (Coordinator Professor, School of Accounting and Administration of Porto / Polytechnic of Porto (ISCAP/IPP), Egypt) Ashour, Amira S. (Assistant Professor and Head of Electronics and Electrical Communications Engineering Department, Faculty of Engineering, Tanta University, Dey,Nilanja

Häftad

1 249 kr

Intelligent Speech Signal Processing

Nilanjan Dey, UK) Dey, Nilanjan (Associate Professor, Department of Computer Science and Engineering, Techno International New Town, Kolkata, India; Visiting Fellow , University of Reading

Häftad

1 549 kr

Machine Learning in Bio-Signal Analysis and Diagnostic Imaging

Nilanjan Dey, Surekha Borra, Amira S. Ashour, Fuqian Shi, UK) Dey, Nilanjan (Associate Professor, Department of Computer Science and Engineering, Techno International New Town, Kolkata, India; Visiting Fellow , University of Reading, India) Borra, Surekha (Department of Electronics and Communication Engineering, K.S. Institute of Technology, Bangalore, Egypt) Ashour, Amira S. (Assistant Professor and Head of Electronics and Electrical Communications Engineering Department, Faculty of Engineering, Tanta University, USA) Shi, Fuqian, PhD. (Rutgers Cancer Institute of New Jersey

Häftad

2 069 kr

Biomedical Sensors and Smart Sensing

Ayan Kumar Panja, Amartya Mukherjee, Nilanjan Dey, India) Panja, Ayan Kumar (Assistant Professor, Computer Science, Institute of Engineering and Management, Salt Lake, Kolkata, India.) Mukherjee, Amartya (Department of Computer Science and Engineering (AIML), Institute of Engineering and Management, Salt Lake, Kolkata, UK) Dey, Nilanjan (Associate Professor, Department of Computer Science and Engineering, Techno International New Town, Kolkata, India; Visiting Fellow , University of Reading

Häftad

1 189 kr