{"podcast":{"title":"CyberSecurity Summary","slug":"cybersecurity-summary-7040176","podcast_index_feed_id":7040176,"rss_url":"https://www.spreaker.com/show/6335570/episodes/feed","website_url":"https://www.spreaker.com/podcast/cybersecurity-summary--6335570","image_url":"https://d3wo5wojvuv7l.cloudfront.net/t_rss_itunes_square_1400/images.spreaker.com/original/99b59bd8638d1e668a05b441aed2192d.jpg","author":"CyberSecurity Summary","episode_count":1000,"summary":"CyberSecurity Summary is your go-to podcast for concise and insightful summaries of the latest and most influential books in the field of cybersecurity. Each episode delves into the core concepts, key takeaways, and practical applications of these books, providing you with the knowledge you need to stay ahead in the ever-evolving world of cybersecurity. Whether you’re a seasoned professional or just starting out, CyberSecurity Summary offers valuable insights and discussions to enhance your understanding and keep you informed. You can listen and download our episodes for free on more than 10 different platforms: https://linktr.ee/cyber_security_summary","last_synced_at":"2026-07-13T14:17:17.384899+00:00","page_url":"https://stenobird.com/podcast/cybersecurity-summary-7040176"},"episode":{"title":"Deep Learning from Scratch: Building with Python from First Principles","slug":"deep-learning-from-scratch-building-with-python-from-first-principles","published_at":"2026-05-17T06:00:02+00:00","page_url":"https://stenobird.com/podcast/cybersecurity-summary-7040176/deep-learning-from-scratch-building-with-python-from-first-principles","show_page_url":"https://stenobird.com/podcast/cybersecurity-summary-7040176","url":"https://www.spreaker.com/episode/deep-learning-from-scratch-building-with-python-from-first-principles--71444635","audio_url":"https://dts.podtrac.com/redirect.mp3/api.spreaker.com/download/episode/71444635/neural_networks_are_mathematical_assembly_lines.mp3","summary":"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","meta_description":"A comprehensive understanding of neural networks by building them from first principles using Python and NumPy. The author argues that mastering deep lear…","key_points":[],"chapters":[],"topics":[],"duration_seconds":1234,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/cybersecurity-summary-7040176/episodes/deep-learning-from-scratch-building-with-python-from-first-principles/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/cybersecurity-summary-7040176/deep-learning-from-scratch-building-with-python-from-first-principles.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}