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

Learn about convolutional neural networks concepts, intuitions, mathematical derivations, and practical applications !
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Udemy
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English
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Engineering
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College Level Neural Nets [II] - Conv Nets: Math & Practice!
693
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16.5 hours
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Nov 2020
last update
$29.99
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Why take this course?

🎓 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!

📚 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.

🚀 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.

🔍 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.

📈 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.

👨‍🏫 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.

📚 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!" 🚀


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

🎉 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!

Course Gallery

College Level Neural Nets [II] - Conv Nets: Math & Practice! – Screenshot 1
Screenshot 1College Level Neural Nets [II] - Conv Nets: Math & Practice!
College Level Neural Nets [II] - Conv Nets: Math & Practice! – Screenshot 2
Screenshot 2College Level Neural Nets [II] - Conv Nets: Math & Practice!
College Level Neural Nets [II] - Conv Nets: Math & Practice! – Screenshot 3
Screenshot 3College Level Neural Nets [II] - Conv Nets: Math & Practice!
College Level Neural Nets [II] - Conv Nets: Math & Practice! – Screenshot 4
Screenshot 4College Level Neural Nets [II] - Conv Nets: Math & Practice!

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3604236
udemy ID
30/10/2020
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02/11/2020
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