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Deep Learning - Convolutional Neural Networks
Rating: 3.8 out of 5(3 ratings)
541 students
Created byYasir Amir
Last updated 6/2024
English

What you'll learn

  • Convolutional Neural Networks (Deep Learning)

Course content

2 sections10 lectures3h 40m total length
  • Introduction31:20

    In this video we learn about the Convolutional Neural Networks very basics such as its layers and internal structure.

  • Convolution Layer of ConvNet8:51
  • Classical Neural Network LeNet12:37
  • Classical Network - AlexNet11:15
  • Neural Networks in Controls14:03
  • Convolutional Neural Networks - Quick Overview -22:07
  • Convolutional Neural Networks - First Coding Example - (Matlab)10:00
  • Convolutional Neural Networks (CNNs) 1-Hour MCQ Assignment

Requirements

  • Machine Learning, Python

Description

Unlock the power of sight for machines! The age of intelligent vision is upon us, driven by the revolutionary capabilities of Convolutional Neural Networks (ConvNets). Want to be at the forefront of this exciting field? Learning ConvNets with Python is now easier than ever.

ConvNets have rapidly transformed computer vision, powering innovations from self-driving cars and automated medical image analysis to near-human facial recognition. This course provides a practical, accessible pathway to mastering these powerful tools. Gain the in-demand skills to build cutting-edge applications and shape the future of machine vision. Join the revolution and create the next generation of intelligent machines.

By the end, you'll be able to:

  • Explain ConvNets, their components (convolutional layers, pooling layers, activation functions), and their inner workings.

  • Design and code ConvNets using popular deep learning library like TensorFlow.

  • Critically analyze existing ConvNet designs and algorithms, identifying strengths and weaknesses for different tasks.

Ready for liftoff? This course ignites your AI and Machine Learning journey, providing the essential fuel and foundational skills you need to navigate this exciting and rapidly expanding universe. Think of it as your launchpad to the stars! While you'll gain the core competencies to explore this incredible frontier, the real adventure begins here. Dive deeper, push further, and never stop learning. This course is just the first step on your incredible AI exploration!

Who this course is for:

  • Artificial Intelligence Enthusiasts and (even Practitioners), Software Engineering students and professionals, Electrical Engineers,