Embark on a comprehensive walkthrough of neural networks in this 1 hour 50 minute conference talk by Katharine Beaumont at Devoxx. Demystify complex concepts like 'tanh' and gain a deeper understanding of how neural networks function. Learn through visual aids and practical examples, making the challenging world of machine learning more accessible. Benefit from Beaumont's diverse background in law, science, mathematics, and software development as she breaks down the intricacies of neural network architecture, training processes, and optimization techniques. Perfect for developers struggling with implementation or those seeking to enhance their knowledge of AI and machine learning fundamentals.