# Deep Learning from Scratch: Building with Python from First Principles

Page: https://stenobird.com/podcast/cybersecurity-summary-7040176/deep-learning-from-scratch-building-with-python-from-first-principles
Text version: https://stenobird.com/podcast/cybersecurity-summary-7040176/deep-learning-from-scratch-building-with-python-from-first-principles.md
Podcast: [CyberSecurity Summary](https://stenobird.com/podcast/cybersecurity-summary-7040176)
Published: 2026-05-17T06:00:02+00:00
Episode link: https://www.spreaker.com/episode/deep-learning-from-scratch-building-with-python-from-first-principles--71444635
Audio file: https://dts.podtrac.com/redirect.mp3/api.spreaker.com/download/episode/71444635/neural_networks_are_mathematical_assembly_lines.mp3
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JSON: https://stenobird.com/v1/public/podcasts/cybersecurity-summary-7040176/episodes/deep-learning-from-scratch-building-with-python-from-first-principles
Duration seconds: 1234

## Resource

A comprehensive understanding of neural networks by building them from first principles using Python and NumPy. The author argues that mastering deep learning requires multiple mental models, specifically representing concepts through mathematical equations, visual diagrams, and executable code. The text begins with foundational building blocks, such as functions and derivatives, before explaining how the chain rule allows for the calculation of gradients in nested functions. These concepts are essential for understanding computational graphs, which serve as the structural basis for modern AI models. By implementing these elements from the ground up, the book prepares readers to eventually use high-level frameworks like PyTorch with a deep intuition for their internal mechanics. You can listen and download our episodes for free on more than 10 different platforms: https://linktr.ee/cyber_security_summary Get the Book now from Amazon: https://www.amazon.com/Deep-Learning-Scratch-Building-Principles/dp/1492041416?&linkCode=ll2&tag=cvthunderx-20&linkId=f64bebe2e6c3dd735ee67d83a78a71f5&language=en_US&ref_=as_li_ss_tl Discover our free courses in tech and cybersecurity, Start learning today: https://linktr.ee/cybercode_academy

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## Transcript

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