College Level Neural Nets [II] - Conv Nets: Math & Practice!

Learn about convolutional neural networks concepts, intuitions, mathematical derivations, and practical applications !

4.67 (21 reviews)
Udemy
platform
English
language
Engineering
category
College Level Neural Nets [II] - Conv Nets: Math & Practice!
686
students
16.5 hours
content
Nov 2020
last update
$64.99
regular price

What you will learn

Deep understanding of convolutional neural networks [CNNs].

Mathematical derivations for CNN-related tasks.

Different types of convolutional neural network building blocks with their pros and cons.

A lot of applications based on CNNs, with lots of tips and tricks.

How to read and understand research papers in detail.

Why take this course?

πŸŽ“ Course Title: College Level Neural Nets [II] - Conv Nets: Math & Practice!


Course Description

Dive into the World of Convolutional Neural Networks (CNNs) with a Solid Foundation in Mathematics and Real-World Applications!

πŸ“š Overview: Ahmed Fathy, MS, invites you to continue your journey into the depths of artificial intelligence with "College Level Neural Networks [II] - Conv Nets: Math & Practice," the sequel to his acclaimed course on general neural networks. This advanced course is meticulously crafted to build upon your existing knowledge, taking you from the basics to a deep understanding of CNNs and their practical applications.

πŸš€ What You'll Learn:

  • Chapter 1: Conceptual Foundation of CNNs - Discover what CNNs are all about, their operational mechanisms, and why they're pivotal for visual recognition tasks.
  • Chapter 2: Mathematical Derivations of CNNs - Delve into the heart of CNNs, exploring forward and backward propagation equations and their sensitivity to hyperparameter changes.
  • Chapter 3: Advanced Convolution Techniques - Get hands-on with various convolution operations, including 3D convolutions, dilated convolutions, and more, learning which to use when for optimal performance.
  • Chapter 4: Practical Applications & Research Insights - Engage with cutting-edge research papers, gaining insights into how CNNs are applied in the real world and understanding the research process.

πŸ” Why This Course?

  • Practical Focus: Moving beyond theoretical knowledge, this course emphasizes hands-on learning, allowing you to apply concepts directly to practical scenarios.
  • Research-Oriented Learning: Gain expertise in interpreting and understanding research papers, a critical skill for aspiring AI researchers and engineers.
  • Dynamic Content: Chapter 4 is designed to evolve over time, incorporating new research as it emerges, ensuring your knowledge stays current.

πŸ“ˆ Who It's For: This course is perfect for students, researchers, and professionals looking to expand their understanding of deep learning, with a particular focus on CNNs. Whether you're aiming to innovate in the field or implement AI solutions, this course will equip you with both the math and practical skills necessary for success.

πŸ‘¨β€πŸ« Your Instructor: Ahmed Fathy, MS, is a seasoned instructor with a passion for making complex neural network concepts accessible and understandable. His teaching style combines clarity with depth, ensuring that you not only learn the material but also grasp its implications in real-world applications.

πŸ“š Course Structure: The course is divided into four comprehensive chapters, each designed to build upon the previous one, leading you from foundational knowledge to complex practical applications.

Join us on this exciting learning journey and become an expert in Convolutional Neural Networks with "College Level Neural Nets [II] - Conv Nets: Math & Practice!" πŸš€


Ready to Take the Next Step in Your AI Journey? Enroll Now!

πŸŽ‰ Stay Tuned: Don't miss out on any updates or new insights – see you in the next video, where we continue our exploration of CNNs and their applications together!

Screenshots

College Level Neural Nets [II] - Conv Nets: Math & Practice! - Screenshot_01College Level Neural Nets [II] - Conv Nets: Math & Practice! - Screenshot_02College Level Neural Nets [II] - Conv Nets: Math & Practice! - Screenshot_03College Level Neural Nets [II] - Conv Nets: Math & Practice! - Screenshot_04

Related Topics

3604236
udemy ID
30/10/2020
course created date
02/11/2020
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