Applied Accelerated Artificial Intelligence

COURSE DURATION :12 Weeks

@VTU COE

3.0
(2) 166 Students
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What you will learn

  • Computer Science and Engineering

This course will cover the fundamentals of the compute capabilities and the system software required for implementing artificial intelligence (AI) based solutions on industrial use cases such as the ones in the domains of healthcare and Smart City. The course will discuss end to end deployments of two industrial use cases with demonstration, and hence will help participants use state-of-the-art AI SDKs effectively to solve complex problems.

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Introduction to Containers and IDE Dockers part1
Preview 13:54
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Introduction to Containers and IDE Dockers part 2
Preview 40:17
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Scheduling and Resource Management part 1
Preview 27:04
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Scheduling and Resource Management part 2
Preview 30:10
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"DeepOps: Deep Dive into Kubernetes with deployment of various AI based Services." Part 1
Preview 35:20
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"DeepOps: Deep Dive into Kubernetes with deployment of various AI based Services." Part 2
Preview 24:56

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"DeepOps: Deep Dive into Kubernetes with deployment of various AI based Services Session II part1"
Preview 29:30
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"DeepOps: Deep Dive into Kubernetes with deployment of various AI based Services Session II part 2"
Preview 34:20
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Design principles for Building High Performance Clusters part 1
Preview 29:15
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Design principles for Building High Performance Clusters part 2
Preview 28:05
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Design principles for Building High Performance Clusters part 3
Preview 20:36
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Design principles for Building High Performance Clusters part 4
Preview 21:22

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Introduction to Pytorch part 1
Preview 30:02
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Introduction to Pytorch part 2
Preview 32:25
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Introduction to Pytorch part 3
Preview 26:22
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Introduction to Pytorch part 4
Preview 35:14
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Profiling with DLProf Pytorch Catalyst part 1
Preview 35:17
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Profiling with DLProf Pytorch Catalyst part 2
Preview 27:29

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Introduction to TensorFlow part 1
Preview 32:27
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Introduction to TensorFlow part 2
Preview 23:56
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Accelerated TensorFlow Part 1
Preview 30:11
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Accelerated TensorFlow Part 2
Preview 29:35
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Accelerated TensorFlow - XLA Approach Part 1
Preview 37:51
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Accelerated TensorFlow - XLA Approach part 2
Preview 24:50

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Optimizing Deep learning Training: Automatic Mixed Precision part 1
Preview 30:19
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Optimizing Deep learning Training: Automatic Mixed Precision part 2
Preview 27:25
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Optimizing Deep learning Training: Transfer Learning part 1
Preview 29:57
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Optimizing Deep learning Training: Transfer Learning part 2
Preview 44:30

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Fundamentals of Distributed AI Computing Session 1 Part 1
Preview 30:20
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Fundamentals of Distributed AI Computing Session 1 Part 2
Preview 26:14
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Fundamentals of Distributed AI Computing Session 2 Part 1
Preview 21:49
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Fundamentals of Distributed AI Computing Session 2 Part 2
Preview 28:42
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Distributed Deep Learning using Tensorflow and Horovod
Preview 27:25

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Challenges with Distributed Deep Learning Training Convergence
Preview 22:15
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Fundamentals of Accelerating Deployment part 1
Preview 24:21
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Fundamentals of Accelerating Deployment part 2
Preview 26:41

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Accelerating neural network inference in PyTorch and TensorFlow part 1
Preview 24:11
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Accelerating neural network inference in PyTorch and TensorFlow part 2
Preview 19:05
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Accelerated Data Analytics part 1
Preview 21:29
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Accelerated Data Analytics part 2
Preview 33:11
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Accelerated Data Analytics part 3
Preview 24:06
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Accelerated Data Analytics part 4
Preview 25:45
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Accelerated Machine Learning
Preview 35:00

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Applied AI: Smart City ( Intelligent Video Analytics) Session 1 part 1
Preview 29:41
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Applied AI: Smart City ( Intelligent Video Analytics) Session 1 part 2
Preview 24:44
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Applied AI: Smart City ( Intelligent Video Analytics) Session 2 Deepstream part 1
Preview 30:56
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Applied AI: Smart City ( Intelligent Video Analytics) Session 2 Deepstream part 2
Preview 19:09
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Akash Raj

iam attending a quiz but suddenly the server is off i need to attend rhe quiz

1 month ago
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Vrinda Bhute

i am attending the quiz again but suddenly the server is off i need to attend the quiz again

1 month ago

3.0

2 Reviews

5
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4
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3
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Umme Kulsum

1 month ago

Website is not good. It kept on loading and hanged in between quiz. My internet connection was stable because of this in quiz 1 attempt 1 which was aborted i scored 9 and in quiz 1 attempt 2 i scored 23

user
POOJA S A

2 months ago

NICE EXPLANATION

Meet Your Instructor
@VTU COE
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Instructor
3.3 Rating
8558 Students
802 Courses
About Instructor

VTU is one of the largest Technological Universities in India with 24 years of Tradition of excellence in Engineering & Technical Education, Research and Innovations. It came into existence in the year 1998 to cater the needs of Indian industries for trained technical manpower with practical experience and sound theoretical knowledge.

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Free

  • Course Duration
    24 h 56 m 13 s
  • Course Level
    Intermediate
  • Student Enrolled
    166
  • Language
    English
This Course Includes
  • 24 h 56 m 13 s Video Lectures
  • 2 Quizzes
  • 0 Assignments
  • 0 Downloadable Resources
  • Full Lifetime Access
  • Certificate of Completion