Production-Ready Deep Learning bundle

This bundle takes you from the lab to the shop floor with larger case studies and designs for a production-grade deep learning system.

Save $55.98 on these three eBooks:
  • Machine Learning Systems This is in eBook format
  • Deep Learning with PyTorch This is in eBook format
  • Real-World Machine Learning This is in eBook format
$115.97$59.99 Production-Ready Deep Learning bundle
Bundles are not eligible for additional discounts.

Machine Learning Systems

Machine Learning Systems: Designs that scale teaches you to design and implement production-ready ML systems. You'll learn the principles of reactive design as you build pipelines with Spark, create highly scalable services with Akka, and use powerful machine learning libraries like MLib on massive datasets. The examples use the Scala language, but the same ideas and tools work in Java as well.

Deep Learning with PyTorch

Deep Learning with PyTorch teaches you to create neural networks and deep learning systems with PyTorch. This practical book quickly gets you to work building a real-world example from scratch: a tumor image classifier. Along the way, it covers best practices for the entire DL pipeline, including the PyTorch Tensor API, loading data in Python, monitoring training, and visualizing results. After covering the basics, the book will take you on a journey through larger projects. The centerpiece of the book is a neural network designed for cancer detection. You'll discover ways for training networks with limited inputs and start processing data to get some results. You'll sift through the unreliable initial results and focus on how to diagnose and fix the problems in your neural network. Finally, you'll look at ways to improve your results by training with augmented data, make improvements to the model architecture, and perform other fine tuning.

Real-World Machine Learning

Real-World Machine Learning will teach you the concepts and techniques you need to be a successful machine learning practitioner without overdosing you on abstract theory and complex mathematics. By working through immediately relevant examples in Python, you'll build skills in data acquisition and modeling, classification, and regression. You'll also explore the most important tasks like model validation, optimization, scalability, and real-time streaming. When you're done, you'll be ready to successfully build, deploy, and maintain your own powerful ML systems.

$115.97$59.99 Production-Ready Deep Learning bundle
Bundles are not eligible for additional discounts.
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