Quan Nguyen - Böcker
420 kr
Skickas inom 7-10 vardagar
Apply advanced techniques for optimising machine learning processes
For machine learning practitioners confident in maths and statistics.
Bayesian Optimization in Action shows you how to optimise hyperparameter tuning, A/B testing, and other aspects of the machine learning process, by applying cutting-edge Bayesian techniques. Using clear language, Bayesian Optimization helps pinpoint the best configuration for your machine-learning models with speed and accuracy. With a range of illustrations, and concrete examples, this book proves that Bayesian Optimisation doesn't have to be difficult!
Key features include:
Train Gaussian processes on both sparse and large data sets Combine Gaussian processes with deep neural networks to make them flexible and expressive Find the most successful strategies for hyperparameter tuning Navigate a search space and identify high-performing regions Apply Bayesian Optimisation to practical use cases such as cost-constrained, multi-objective, and preference optimisation Use PyTorch, GPyTorch, and BoTorch to implement Bayesian optimisationYou will get in-depth insights into how Bayesian optimisation works and learn how to implement it with cutting-edge Python libraries. The book's easy-to-reuse code samples will let you hit the ground running by plugging them straight into your own projects!
About the technology
Experimenting in science and engineering can be costly and time-consuming, especially without a reliable way to narrow down your choices. Bayesian Optimisation helps you identify optimal configurations to pursue in a search space. It uses a Gaussian process and machine learning techniques to model an objective function and quantify the uncertainty of predictions. Whether you're tuning machine learning models, recommending products to customers, or engaging in research, Bayesian Optimisation can help you make better decisions faster.
Mastering Concurrency in Python
Create faster programs using concurrency, asynchronous, multithreading, and parallel programming
589 kr
Skickas inom 5-8 vardagar
Hands-On Application Development with PyCharm
Accelerate your Python applications using practical coding techniques in PyCharm
510 kr
Skickas inom 5-8 vardagar
Reinforcement Learning Workshop
Learn how to apply cutting-edge reinforcement learning algorithms to a wide range of control problems
510 kr
Skickas
Statistics and Calculus with Python Workshop
A comprehensive introduction to mathematics in Python for artificial intelligence applications
494 kr
Skickas inom 5-8 vardagar
Advanced Python Programming
Accelerate your Python programs using proven techniques and design patterns
649 kr
Skickas inom 3-6 vardagar
Hands-On Application Development with PyCharm
Build applications like a pro with the ultimate python development tool
573 kr
Skickas inom 5-8 vardagar
Advanced Python Programming
Build high performance, concurrent, and multi-threaded apps with Python using proven design patterns
494 kr
Skickas inom 5-8 vardagar