Deep learning
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Introduction
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Neural networks: the foundation
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
The artificial neuron
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Layers and depth
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Feedforward networks
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Loss functions in detail
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Backpropagation
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
The mathematics in more depth
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Training dynamics
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Optimisation algorithms
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
The optimisation landscape
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Representation learning
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Deep learning architectures
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Convolutional Neural Networks
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Notable CNN architectures
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Recurrent Neural Networks
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Sequence-to-sequence models
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Transformers
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Transformer variants
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Efficiency and scaling
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Generative models
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Autoencoders and VAEs
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Generative Adversarial Networks
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Diffusion models
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Comparing generative approaches
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
The deep learning stack
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Why GPUs matter
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Frameworks and libraries
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Training at scale
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
The cost of deep learning
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Model compression
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Deep learning in practice
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
When to use deep learning
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Transfer learning
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Data augmentation
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Hyperparameter tuning
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Regularisation techniques in depth
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Common failure modes
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Interpretability and explainability
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Debugging neural networks
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Experiment tracking
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Conclusion
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>
Further reading
<p>Learn the computer science foundations you need to jump start your career. Ten chapters covering all the career-essential topics. Become confident in computer architecture, networking, databases and much more. Perfect for beginners, self-taught developers, bootcamp graduates and anyone who wants to really understand how computers work.</p>