PyTorch for Beginners: Build a Neural Network Classifier (Ep. 3)

In Episode 3 of our PyTorch Deep Learning Fundamentals series, we bridge the gap between theory and application by building a powerful classification model from scratch!

💡 What You'll Learn:
- Transform raw data into neural network-ready formats with proper preprocessing techniques
- Master PyTorch's loss functions & optimizers to drive effective learning
- Construct an optimized training loop that accelerates your model's convergence
- Visualize decision boundaries to gain intuitive understanding of your model's behavior
- Apply industry-standard metrics to properly evaluate classification performance

📚 Chapters Breakdown:
00:00 Introduction & Previous Episode Recap
01:34 Neural Network Data Preparation Essentials
02:56 Choosing the Right Loss Functions & Optimizers
04:14 Building an Efficient Training Loop for Faster Results
07:49 Visualizing Learning Progress & Decision Boundaries
09:28 Measuring Success: Key Performance Metrics Explained
11:02 Next Steps: Tackling Non-Linear Classification Problems

Useful Books:

1. "Deep Learning with PyTorch" by Eli Stevens, Luca Antiga, and Thomas Viehmann : https://amzn.to/3FapvvY
2. "Deep Learning for Coders with fastai and PyTorch" by Jeremy Howard and Sylvain Gugger: https://amzn.to/4hkjRVa
3. "Deep Learning: Foundations and Concepts" by Christopher Bishop: https://amzn.to/4hjoOgU
Watch Previous Episodes (PyTorch Fundamentals Series)

📌 Ep. 1 – Tensors, Gradients & Activation Functions 👉 https://www.youtube.com/watch?v=9rOIBlPJrJM&t=4s
📌 Ep. 2 – Building Neural Networks From Scratch 👉 https://www.youtube.com/watch?v=Fa-txJ8YBnM&t=8s

📺 More Machine Learning Content
🔗 Understanding AI & Supervised Learning 👉 https://www.youtube.com/watch?v=Q0e6jX8ItGU

📘 Want to go deeper?

→ Full Mentoring Session (paid 40 mins ): https://www.camedventure.com/booking
For enterprise AI training, workshops, or curriculum design, please contact me directly.
📩 Email: muntazir@camedventure.com

👨‍💻 LinkedIn: https://www.linkedin.com/in/muntazirabidi/
🌍 Personal Website: https://muntazirabidi.github.io

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💬 Question for you: What PyTorch topic should we cover next? Let us know in the comments!

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Видео PyTorch for Beginners: Build a Neural Network Classifier (Ep. 3) канала Muntazir Abidi