Böcker av Tim Peters

Unlock the Power of Parallel Python with Dask: A Perfect Learning Guide for Aspiring Data ScientistsDask has revolutionized parallel computing for Python, empowering data scientists to accelerate their workflows. This comprehensive guide unravels the intricacies of Dask to help you harness its capabilities for machine learning and data analysis.Across 10 chapters, you'll master Dask's fundamentals, architecture, and integration with Python's scientific computing ecosystem. Step-by-step tutorials demonstrate parallel mapping, task scheduling, and leveraging Dask arrays for NumPy workloads. You'll discover how Dask seamlessly scales Pandas, Scikit-Learn, PyTorch, and other libraries for large datasets.Dedicated chapters explore scaling regression, classification, hyperparameter tuning, feature engineering, and more with clear examples. You'll also learn to tap into the power of GPUs with Dask, RAPIDS, and Google JAX for orders of magnitude speedups.This book places special emphasis on practical use cases related to scalability and distributed computing. You'll learn Dask patterns for cluster computing, managing resources efficiently, and robust data pipelines. The advanced chapters on DaskML and deep learning showcase how to build scalable models with PyTorch and TensorFlow.With this book, you'll gain practical skills to:Accelerate Python workloads with parallel mapping and task schedulingSpeed up NumPy, Pandas, Scikit-Learn, PyTorch, and other librariesBuild scalable machine learning pipelines for large datasetsLeverage GPUs efficiently via Dask, RAPIDS and JAXManage Dask clusters and workflows for distributed computingStreamline deep learning models with DaskML and DL frameworksPacked with hands-on examples and expert insights, this book provides the complete toolkit to harness Dask's capabilities. It will empower Python programmers, data scientists, and machine learning engineers to achieve faster workflows and operationalize parallel computing.Table of ContentIntroduction to DaskDask FundamentalsBatch Data Parallel Processing with DaskDistributed Systems and DaskAdvanced Dask: APIs and Building BlocksDask with PandasDask with Scikit-learnDask and PyTorchDask with GPUsScaling Machine Learning Projects with Dask

For over thirty years, with fly rod in hand, Tim Peters’ travels to diverse places involve trips as simple as an afternoon at a state park to complex backcountry adventures.  His experiences include angling for trout, bluegill, or bass whilst surrounded by the majestic beauty of Yellowstone National Park, the remote peacefulness of the Catskills, the clear streams of the Ozarks and the swift waters of the Great Smoky Mountains.   He has ventured to Lake Miguel Aleman in northern Mexico and across the pond to the quiet, flowing rivers of central Ireland.  Tim’s love for the outdoors has now led him to employ his talents as a fly fishing instructor and guide for a renowned nature park.With the author’s obvious passion for all things fly fishing, the reader becomes Tim’s companion, able to recall his own experiences in nature, and to become inspired to traverse the stream once again to create his own new adventures.  Outdoor enthusiasts will enjoy the light hearted writing, and the humor found in the adventures, as well as the depth of his reflections, fit for encouraging the younger generation to develop their own passion for the beauty of the great outdoors.  Life lessons taught in joyful anecdotes that reach even those who do not yet know the difference between a fly rod and a fishin’ pole…while even teaching same.

Der Antifaschismus gehört zu den zentralen Politikfeldern und Identifikationsmerkmalen der PDS, die sich im Vorfeld der Bundestagswahlen 2005 in "Die Linkspartei" umbenannt hat. In der Studie werden die Geschichte des Antifaschismus in Deutschland sowie seine Bedeutung für die Ideologie, Organisation und Strategie der Postkommunisten analysiert. Der Autor bewertet die Politik der PDS aus antiextremistischer Perspektive, also aus der Sicht des demokratischen Verfassungsstaates. Inwieweit nutzt der PDS-Antifaschismus der Demokratie? Inwieweit schadet er ihr? Die Arbeit zieht dabei einen Vergleich über den Umgang mit Rechtsextremismus zwischen CDU, CSU, SPD, FDP und Bündnis 90/Die Grünen einerseits sowie der PDS andererseits.