Deep Learning Using TensorFlow

Deep Learning Using TensorFlow

Deep Learning is a branch of Artificial Intelligence (AI) that relies on the architecture of Neural Networks. When the number of hidden layers in a neural network is increased, it transforms into a ‘Deep Learning’ Neural Network. This course begins by explaining the concepts of Neural Networks and Deep Learning. Subsequently, it delves into the basics of the Python language and TensorFlow. The process of installing TensorFlow, Keras, and other interfaces is covered. Following that, it explores various Machine Learning modeling techniques for both estimation and classification tasks. Additionally, the architecture of GPU and TPU is discussed. By undertaking this course, students can significantly enhance their prospects in the rapidly growing AI market.

Learning Outcomes:

• Understand how Neural Networks become the foundational architecture of Deep Learning
• Review tools available to build Deep Learning including: Tensor Flow, Keras, and Theano
• How to install TensorFlow in the Python environment
• Understand the GUI (Graphical User Interface) of interface software and how it interfaces with TensorFlow
• Review Machine Learning models that can be implemented
• Build Deep Learning Machine Learning models using TensorFlow and various interfaces

Course typically offered: Online during our Spring and Fall academic quarters.

Prerequisites: Introduction to Programming (CSE-40028) or a basic working knowledge of Python. Students must have access to a web-enabled computer.

Next Steps: Upon completion, consider additional coursework in our specialized certificate in Machine Learning Methods to continue learning.

More Information: For more information about this course, please contact unex-techdata@ucsd.edu.

Course Number: CSE-41312
Credit: 3.00 unit(s)
Related Certificate Programs: Machine Learning Methods

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4/2/2024 - 6/1/2024

$775

Online

Closed

• SECTION ID:

  179690

• CLASS TYPE:

  Online Asynchronous.
  
  This course is entirely web-based and to be completed asynchronously between the published course start and end dates. Synchronous attendance is NOT required.
  You will have access to your online course on the published start date OR 1 business day after your enrollment is confirmed if you enroll on or after the published start date.

• INSTRUCTOR:
  

  Pahwa, Ash, Founder, A+ Web Services

  Ash Pahwa, Ph.D., is an educator, author, entrepreneur, and technology visionary with three decades of industry and academic experience. He has founded several successful technology companies during his career, the latest of which is A+ Web Services. Dr. Pahwa earned his doctorate in Computer Science from the Illinois Institute of Technology in Chicago. He is listed in Who's Who in the Frontiers of Science and Technology . He is also a Google Certified Analytics Consultant. His expertise includes search engine optimization, web analytics, web programming, digital image processing, database management, digital video, and data storage technologies. In Industry, Dr. Pahwa has worked for General Electric, AT&T Bell Laboratories, Xerox Corporation, and Oracle. He founded CD-Gen...Read More

• TEXTBOOKS:

  No information available at this time.

• POLICIES:

  No refunds after: 4/8/2024.
  

• NOTE:

• DATE & LOCATION:

  4/2/2024 - 6/1/2024
  extensioncanvas.ucsd.edu
  You will have access to your course materials on the published start date OR 1 business day after your enrollment is confirmed if you enroll on or after the published start date.