Neural Networks in Python from Scratch: Learning by Doing

🚀 Neural Networks in Python from Scratch: Learning by Doing 🚀

🎓 Course Headline: From intuitive examples to image recognition in 3 hours - Experience neuromorphic computing & machine learning hands-on!

From intuitive examples to image recognition in just over 3 hours – Dive into the world of neural networks with Python!

📚 What you will learn

• 🧠 Understanding Neural Network Basics: Learn about neural network architecture, weights, input/output layers, training & test data, accuracy, error functions, feed-forward, back-propagation, and gradient descent within the first hour.
• 🤖 Building a Simple Neural Network: Calculate the sum of two numbers with a basic neural network setup.
• 🔍 Enhancing the Model: Discover the role of hidden layers and activation functions as you modify your network to determine the sign of a number, learning about categorization along the way.
• 🎨 Real-World Application: Apply your network to recognize hand-written digits in images – a practical demonstration of neural network capabilities!
• 🔍 Advanced Insights: Learn how to improve your network, explore other problems that can be solved with neural networks, and understand how to leverage pre-trained networks without reinventing the wheel.

👨‍🏫 Why me?

Dr. Börge Göbel here! As a postdoc working in theoretical physics, I've not only applied neural networks in my research but also honed my skills in teaching and advising Bachelor, Master, and PhD students. My passion for simplifying complex topics has led me to create successful courses on Udemy, where I aim to empower you with the knowledge and tools needed to succeed in the fascinating field of neuromorphic computing & machine learning.

🌟 Student Testimonials

"Excellent course! In a simple and understandable way explained everything about the functioning of neural networks under the hood." - Srdan Markovic

I hope you're as excited as I am to embark on this learning journey together. Let's unlock the mysteries of neural networks and explore how they can transform data into actionable insights. Welcome to our course, and let's get started! 🤩