Data science - ebooki
Ebooki z kategorii: Data science dostępne w księgarni Helion
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Książka jest adresowana do wszystkich, którzy chcą budować, rozwijać i skalować systemy NLP w środowisku biznesowym, a także dostosowywać je do swojej branży. Opisuje tworzenie rzeczywistych aplikacji NLP. Omawia pełny cykl życia typowego projektu NLP, od zbierania danych po wdrożenie i monitorowanie modelu. Przedstawia studia przypadków i przewodn-
książka
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ebook
(65,40 zł najniższa cena z 30 dni)
65.40 zł
109.00 zł(-40%) -
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There are several reasons why probabilistic machine learning represents the next-generation ML framework and technology for finance and investing. This generative ensemble learns continually from small and noisy financial datasets while seamlessly enabling probabilistic inference, retrodiction, prediction, and counterfactual reasoning. Probabilisti
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ebook
(161,40 zł najniższa cena z 30 dni)
228.65 zł
269.00 zł(-15%) -
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This is a reference handbook that'll enable enterprise data and AI architects to create best-in-class architectures for data engineering, data science, data warehousing, and data serving on Azure. This book also serves as a reference to help cloud architects to understand the operations required for building optimal architectures.
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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This book helps you understand the concepts of the FastAPI framework, including its powerful dependency injection system. You'll learn to build tested and reliable data science apps in Python using FastAPI, explore machine learning models, and deploy them to the web.
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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With Responsible AI in the Enterprise, you'll delve into explainable AI, robust ML monitoring, and model governance, while exploring fairness and interpretability toolkits from major cloud providers. You'll master bias mitigation techniques and be ready to apply them in real-world scenarios with FairLearn and Responsible AI Toolbox.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Regularization in machine learning is the wheel that assists deployment in production. This book not only provides tools to diagnose the need for regularization, but it also gives you ready-to-use tools to regularize tabular-data models, NLP models, and computer vision models.
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ebook
(134,25 zł najniższa cena z 30 dni)
161.10 zł
179.00 zł(-10%) -
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This practical guide provides more than 200 self-contained recipes to help you solve machine learning challenges you may encounter in your work. If you're comfortable with Python and its libraries, including pandas and scikit-learn, you'll be able to address specific problems, from loading data to training models and leveraging neural networks.Each
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ebook
(161,40 zł najniższa cena z 30 dni)
228.65 zł
269.00 zł(-15%) -
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AI is a tool that demands a deeper understanding of where and how to use it. By becoming Citizens of Data Science, we can actively participate in where and how AI is used to improve the human condition. With the help of this guide, you'll get to grips with the relevant AI and data concepts that will help you make the most of the AI revolution.
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ebook
(67,43 zł najniższa cena z 30 dni)
80.91 zł
89.90 zł(-10%) -
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With the rapid rise of graph databases, organizations are now implementing advanced analytics and machine learning solutions to help drive business outcomes. This practical guide shows data scientists, data engineers, architects, and business analysts how to get started with a graph database using TigerGraph, one of the leading graph database model
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ebook
(131,40 zł najniższa cena z 30 dni)
186.15 zł
219.00 zł(-15%) -
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Praca dotyczy tematyki zarządzania ryzykiem w transporcie drogowym z wykorzystaniem algorytmów sztucznej inteligencji w procesach przewozowych do minimalizacji zdarzeń niebezpiecznych. Wartością poznawczą przeprowadzonych badań jest opracowanie autorskich, oryginalnych modeli zarządzania ryzykiem w transporcie drogowym wraz z ich algorytmizacją nar
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ebook
(24,30 zł najniższa cena z 30 dni)
28.05 zł
33.00 zł(-15%) -
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Głębokie sieci neuronowe mają niesamowity potencjał. Osiągnięcia ostatnich lat nadały procesom uczenia głębokiego zupełnie nową jakość. Obecnie nawet programiści niezaznajomieni z tą technologią mogą korzystać z prostych i niezwykle skutecznych narzędzi, pozwalających na sprawne implementowanie programów uczących się z danych.
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książka
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ebook
(107,40 zł najniższa cena z 30 dni)
107.40 zł
179.00 zł(-40%) -
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This book provides a comprehensive introduction to Bayesian deep learning methods for machine learning researchers and practitioners. It discusses the importance of uncertainty in machine learning, covers numerous methods for uncertainty-aware deep networks, and provides detailed code examples in Python to assist you throughout your exploration.
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ebook
(134,25 zł najniższa cena z 30 dni)
161.10 zł
179.00 zł(-10%) -
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Natural language understanding can address a wide range of problems, from managing smart homes to chatbots to creative writing. Natural Language Understanding with Python covers the full range of techniques for understanding natural language, including the new large language models. With clear explanations and examples, this book will equip you to
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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This book covers the development of the iSAX index in Python and its usage with other Python scripts. People working with time series will enjoy using the iSAX index because it will make their lives easier and simpler and their programs faster. This book balances theory and practice for working with time series and time series indexing in Python.
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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Incredibly useful, knowledge graphs help organizations keep track of medical research, cybersecurity threat intelligence, GDPR compliance, web user engagement, and much more. They do so by storing interlinked descriptions of entities—objects, events, situations, or abstract concepts—and encoding the underlying information. How do you cr
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ebook
(179,40 zł najniższa cena z 30 dni)
254.15 zł
299.00 zł(-15%) -
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Learn how to deploy complex machine learning models on single board computers, mobile phones, and microcontrollers KEY FEATURES Gain a comprehensive understanding of TinyML's core concepts. Learn how to design your own TinyML applications from the ground up. Explore cutting-edge models, hardware, and software platforms for developing TinyML.
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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This book focuses on how machine learning can be used to solve cybersecurity issues such as fraud detection, malware analysis, deepfake identification, and misinformation detection. Each chapter covers the theory of the latest ML methods, and instructs readers in implementation, thus leading to an end-to-end understanding of the problem.
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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Causal Inference and Discovery in Python is a comprehensive exploration of the theory and techniques at the intersection of modern causality and machine learning. It covers fundamental concepts of Pearlian causal inference, explains the theory, and provides step-by-step code examples for both traditional and advanced causal inference and discovery
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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Financial Modeling using Quantum Computing is an intuitive guide with a minimalist and flexible approach that enables quick understanding and deployment of quantum machine learning solutions in the financial domain. It allows you to comprehend and tackle the uncharted territory of quantum computing and unearth its business applications.
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ebook
(81,75 zł najniższa cena z 30 dni)
98.10 zł
109.00 zł(-10%) -
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This book provides a solid introduction to the emerging field of neuro-symbolic AI. The chapters will guide you through the development of your first neuro-symbolic AI system and expose you to the upcoming developments in the field that will redefine the way in which AI interacts with our world.
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ebook
(89,25 zł najniższa cena z 30 dni)
107.10 zł
119.00 zł(-10%) -
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Embark on a workshop-style data journey in Power BI using Machine Learning with Microsoft Power BI and Azure OpenAI. Uncover modeling, analytics, and predictive analytics with Power BI machine learning. Discover AI features, R/Python integration, and OpenAI unlocking new possibilities.
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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Foundation models are the future of machine learning and the backbone of Generative AI. Pretrain Vision and Large Language Models in Python provides you with the conceptual fundamentals, industry-proven best practices, and code snippets you need to help you get started on your large modeling projects at work, in research labs, or just for fun.
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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Czy sztuczna inteligencja pozbawia nas pracy? Algorytmy przejmują władzę nad światem? Czy big data sprawia, że jesteśmy bezustannie inwigilowani, a ogromna ilość danych zastępuje ekspertów i naukowców? Cokolwiek sądzimy na te tematy, jedno jest pewne - istnieje heterogeniczne środowisko ludzi zajmujących się tzw. "sztuczną inteli
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With the expert help of Brett Lantz, you'll learn how to uncover key insights and make new predictions using this hands-on, practical guide to machine learning with R. This 10th Anniversary Edition features an overview of R and plenty of new use cases for advanced users. The book is fully updated to R 4.0.0, with newer and better examples and the m
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Oto zwięzły przewodnik przeznaczony dla inżynierów danych, którzy chcą poznać zasady implementacji potoków danych. Wyjaśnia najważniejsze pojęcia związane z potokami danych, opisuje zasady ich tworzenia i implementacji, prezentuje także najlepsze praktyki stosowane przez liderów w branży analizy danych. Dzięki książce zrozumiesz, w jaki sposób poto
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książka
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ebook
(29,94 zł najniższa cena z 30 dni)
29.94 zł
49.90 zł(-40%) -
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A guide to understand the basics of machine learning and its application in the field of education KEY FEATURES Create a more efficient and effective learning environment that meets the needs of all students. Learn how to use the profound Machine learning advancements in the field of education. Understand how students can use machine learning
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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A comprehensive guide to Deep Learning for Beginners KEY FEATURES Learn how to design your own neural network efficiently. Learn how to build and train Recurrent Neural Networks (RNNs). Understand how encoding and decoding work in Deep Neural Networks. DESCRIPTION Deep Learning has become increasingly important due to the growing need to pro
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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Deploy, manage, and scale Machine Learning models with MLOps effortlessly KEY FEATURES Explore several ways to build and deploy ML models in production using an automated CI/CD pipeline. Develop and convert ML apps into Android and Windows apps. Learn how to implement ML model deployment on popular cloud platforms, including Azure, GCP, and AW
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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Data science is ever-evolving with new concepts and tools – and for someone working in this industry, it is a no-brainer that you have be on par with these advancements. This book will help you do just that with a curated list of 18 interviews with AI leaders on the latest advancements in the AI industry.
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ebook
(89,25 zł najniższa cena z 30 dni)
107.10 zł
119.00 zł(-10%) -
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The book helps you grasp images, text, audio, and tabular augmentation methods using real-world datasets from the Kaggle website. Throughout the chapters, you'll discover augmentation concepts and techniques, a review of available open source augmentation libraries, and a reinforcement learning section through Python Notebook coding exercises.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Platform and Model Design for Responsible AI will help you build ML algorithms that are safe, ethical, robust, auditable, and interpretable. You'll discover the possible threats and potential causes of unfair ML models. The book addresses issues from a model perspective as well as from an architectural and deployment standpoint, enabling you to com
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ebook
(134,10 zł najniższa cena z 30 dni)
161.10 zł
179.00 zł(-10%) -
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Książka stanowi kompendium wiedzy na temat tej niesłychanie szybko rozwijającej się i dynamicznie wkraczającej w nasze życie dziedziny. Została napisana tak, aby była przystępna dla osób posiadających podstawowe umiejętności matematyczne. Może stanowić podręcznik dla studentów takich kierunków jak informatyka, mechatronika, a także automatyka i rob
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książka
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ebook
(29,40 zł najniższa cena z 30 dni)
29.40 zł
49.00 zł(-40%) -
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Between major privacy regulations like the GDPR and CCPA and expensive and notorious data breaches, there has never been so much pressure to ensure data privacy. Unfortunately, integrating privacy into data systems is still complicated. This essential guide will give you a fundamental understanding of modern privacy building blocks, like differenti
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ebook
(131,40 zł najniższa cena z 30 dni)
186.15 zł
219.00 zł(-15%) -
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The past decade has witnessed the broad adoption of artificial intelligence and machine learning (AI/ML) technologies. However, a lack of oversight in their widespread implementation has resulted in some incidents and harmful outcomes that could have been avoided with proper risk management. Before we can realize AI/ML's true benefit, practitioners
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ebook
(161,40 zł najniższa cena z 30 dni)
228.65 zł
269.00 zł(-15%) -
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A step-by-step guide that will teach you how to deploy TinyML on microcontrollers KEY FEATURES Deploy machine learning models on edge devices with ease. Leverage pre-built AI models and deploy them without writing any code. Create smart and efficient IoT solutions with TinyML. DESCRIPTION TinyML, or Tiny Machine Learning, is used to enable m
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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Hands-On Computer Vision with Detectron2 enables deep learning developers to get up to speed with the nuances of solving computer vision tasks. The book also helps you understand the architecture and theoretical concepts of Detectron2, as well as prepare data and train and fine-tune models for future vision applications in modern businesses.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Hands-On Graph Neural Networks Using Python is a comprehensive guide to building and training graph neural networks for a variety of real-world applications. With clear explanations and plenty of hands-on examples, this book is a valuable resource for anyone looking to learn about and apply graph neural networks to their own projects.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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This book introduces the main quantum algorithms that are currently used in optimization and machine learning. The approach is hands-on, with examples that can be run on simulators and actual quantum computers. The algorithms are explained in full detail, without sacrificing rigor, but, at the same time, keeping mathematical prerequisites to a mini
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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Computer Vision Using AWS AI Services enables machine learning engineers and data scientists to build and scale CV applications on AWS quickly. This comprehensive guide covers best practices to consider and shows you how to integrate AWS AI/ML services into production environments with little code.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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This book will help you get to grips with time series forecasting using the leading open source forecasting tool, Prophet. You'll learn how to implement Prophet's advanced features to build forecasting models and understand why and how to modify each of the default parameters to improve results.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Deepfakes is a practical application of machine learning for face replacement and generative AI and is one of the most impactful – yet controversial – new uses of machine learning. You'll learn to produce your own deepfakes videos, while keeping in mind the ethical implications of the technology.
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ebook
(89,25 zł najniższa cena z 30 dni)
107.10 zł
119.00 zł(-10%) -
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A multifaceted approach to develop an understanding of AI and its potential applications KEY FEATURES AI-informed focuses on AI foundation, applications, and methodologies. AI-inquired focuses on computational thinking and bias awareness. AI-innovate focuses on creative and critical thinking and the Capstone project. DESCRIPTION AI is a dis
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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Learn how to use AutoML to leverage Machine Learning for solving business problems KEY FEATURES Get familiar with the common machine learning problems and understand how to solve them. Understand the importance of different types of data and how to work with them effectively. Learn how to use machine learning and AutoML tools to solve real-wor
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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Wykorzystaj analizy biznesowe i sztuczną inteligencję, aby napędzać rozwój przedsiębiorstwa, podnosić wydajność i ulepszać podejmowanie decyzji biznesowych. Dzięki tej praktycznej książce z rzeczywistymi przykładami wykorzystującymi Power BI można poznać najbardziej odpowiednie przypadki użycia AI w rozwiązaniach BI, w tym ulepszone prognozowanie,
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ebook
(44,99 zł najniższa cena z 30 dni)
76.49 zł
89.99 zł(-15%) -
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Implementujemy wirtualnego kierowcę przy pomocy sieci neuronowych i algorytmu ewolucyjnego Czy wam również zdarzyło się użyć jakiegoś sformułowania, które umieszczone w odpowiednim kontekście było całkowicie sensowne, ale wyrwane z tegoż kontekstu brzmiało całkowicie absurdalnie? Moim dotychczasowym faworytem jest komentarz w kodzi
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ebook
(11,90 zł najniższa cena z 30 dni)
23.72 zł
27.90 zł(-15%) -
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A complete guide that will help you get familiar with Machine Learning models, algorithms, and optimization techniques KEY FEATURES Understand the core concepts and algorithms of Machine Learning. Get started with your Machine Learning career with this easy-to-understand guide. Discover different Machine Learning use cases across different dom
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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Agile development and quick time-to-market deployments are crucial for competitive markets and dynamic needs, and deploying artificial intelligence technologies in microservices architecture creates flexible and adaptive systems. This practical guide helps developers and architects to design and deploy intelligent microservices systems.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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A practical guide that will help you build AI and ML solutions faster with fewer efforts and no programming knowledge KEY FEATURES Start your journey to become an AI expert today. Learn how to build AI solutions to solve complex problems in your organization. Get familiar with different No-code AI tools and platforms. DESCRIPTION No-Code Ar
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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Learn how to build end-to-end scalable machine learning solutions with Apache Spark. With this practical guide, author Adi Polak introduces data and ML practitioners to creative solutions that supersede today's traditional methods. You'll learn a more holistic approach that takes you beyond specific requirements and organizational goals--allowing d
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ebook
(161,40 zł najniższa cena z 30 dni)
228.65 zł
269.00 zł(-15%) -
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Oto praktyczny przewodnik po wersji 3.0 systemu Spark, metodach statystycznych i rzeczywistych zbiorach danych. Omówiono w nim zasady rozwiązywania problemów analitycznych za pomocą interfejsu PySpark, z wykorzystaniem dobrych praktyk programowania w systemie Spark. Po lekturze można bezproblemowo zagłębić się we wzorce analityczne oparte na popula
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książka
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ebook
(41,40 zł najniższa cena z 30 dni)
41.40 zł
69.00 zł(-40%) -
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This is a book for anyone who wants to quickly learn to apply spatial thinking and leverage Geospatial Data Science in Python to better comprehend problem statements and come up with the best possible results.
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ebook
(119,25 zł najniższa cena z 30 dni)
143.10 zł
159.00 zł(-10%) -
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To książka przeznaczona dla inżynierów, którzy chcą stosować systemy uczenia maszynowego do rozwiązywania rzeczywistych problemów biznesowych. Zaprezentowano w niej systemy ML używane w szybko rozwijających się startupach, a także przedstawiono holistyczne podejście do ich projektowania ― z uwzględnieniem różnych komponentów systemu i celów o
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książka
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ebook
(59,40 zł najniższa cena z 30 dni)
59.40 zł
99.00 zł(-40%) -
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Network Science with Python provides a hands-on approach to the theory and implementation of network science. You'll get a comprehensive explanation of how to use graph networks for data science using Python.
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ebook
(111,75 zł najniższa cena z 30 dni)
134.10 zł
149.00 zł(-10%) -
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This is a practical workbook that analyzes past Kaggle competitions in hopes of helping readers understand the best practices on how to approach future challenges. With the help of this workbook, readers will experience the case studies as if they themselves were part of the competitions and gain hands-on experience on how to approach their first K
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ebook
(67,43 zł najniższa cena z 30 dni)
80.91 zł
89.90 zł(-10%) -
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Data Wrangling with R covers the most modern ways to make data ready for exploration or modeling in detail. The book covers libraries from the tidyverse package, such as tidyr, dplyr, ggplot2, and lubridate to help you prepare your data for analysis. You'll also explore data visualization and modeling to create better graphics and projects with R.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
139.00 zł(-10%) -
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Ten przystępny przewodnik jest przeznaczony dla analityków danych, którzy chcą dobrze poznać proces tworzenia analitycznego zbioru danych i samodzielnie pisać kod niezbędny do uzyskania zamierzonego wyniku. Przedstawiono w nim składnię języka SQL oraz zasady budowania szybko działających zapytań do dużych zbiorów danych. Dokładnie wyjaśniono reguły
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książka
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ebook
(42,09 zł najniższa cena z 30 dni)
41.40 zł
69.00 zł(-40%) -
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Bring elasticity and innovation to Machine Learning and AI operations KEY FEATURES Coverage includes a wide range of AWS AI and ML services to help you speedily get fully operational with ML. Packed with real-world examples, practical guides, and expert data science methods for improving AI/ML education on AWS. Includes ready-made, purpose-bui
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ebook
(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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To książka przeznaczona dla osób, które chcą dobrze zrozumieć matematyczne podstawy nauki o danych i nauczyć się stosowania niektórych koncepcji w praktyce. Wyjaśniono tu takie zagadnienia jak rachunek różniczkowy i całkowy, rachunek prawdopodobieństwa, algebra liniowa i statystyka, pokazano także, w jaki sposób posługiwać się nimi w regresji linio
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książka
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ebook
(42,09 zł najniższa cena z 30 dni)
41.40 zł
69.00 zł(-40%) -
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This book is a comprehensive guide on GPT-3, an AI language model developed by Open AI in2020, and its capabilities and applications. The book covers the basics of GPT-3 and provides readers with the tools to access and use the API to create their own GPT-3 powered product, as well as exploring the impact of GPT-3 on emerging AI trends.
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ebook
(71,24 zł najniższa cena z 30 dni)
85.49 zł
94.99 zł(-10%) -
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Get started with Ray, the open source distributed computing framework that simplifies the process of scaling compute-intensive Python workloads. With this practical book, Python programmers, data engineers, and data scientists will learn how to leverage Ray locally and spin up compute clusters. You'll be able to use Ray to structure and run machine
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ebook
(131,40 zł najniższa cena z 30 dni)
186.15 zł
219.00 zł(-15%) -
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To książka przeznaczona dla inżynierów danych i programistów, którzy chcą za pomocą Sparka przeprowadzać skomplikowane analizy danych i korzystać z algorytmów uczenia maszynowego, nawet jeśli te dane pochodzą z różnych źródeł. Wyjaśniono tu, jak dzięki Apache Spark można odczytywać i ujednolicać duże zbiory informacji, aby powstawały niezawodne jez
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książka
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ebook
(53,40 zł najniższa cena z 30 dni)
53.40 zł
89.00 zł(-40%) -
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Deep Learning and XAI Techniques for Anomaly Detection shows you how to evaluate and create explainable models, leading to increased interpretability and trust in model predictions with better performance. You'll explore the fundamentals of deep learning, anomaly detection, and XAI using practical examples and self-assessment questions.
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ebook
(104,25 zł najniższa cena z 30 dni)
125.10 zł
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The ever-increasing need of graph representation among data scientists for modeling complex relationships and extracting contextual information is addressed by the latest version of Neo4j. This book shows you how to set up a graph machine learning pipeline using Neo4j 5, its Graph Data Science Library 2.0, and its Python client.
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Explore different web mining techniques to discover patterns, structures, and information from the web KEY FEATURES A complete overview of the basic and advanced concepts of Web mining. Work with easy-to-use open-source Python libraries for Web mining. Get familiar with the various beneficial areas and applications of Web mining. DESCRIPTION
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Uczenie maszynowe (ML) i sztuczna inteligencja (AI). Obok komputerów kwantowych to dwa główne, gorące tematy we współczesnej informatyce. Oba nieco tajemnicze, futurystyczne i przede wszystkim wymagające posiadania dość sporej wiedzy i umiejętności matematycznych. Stąd podręczniki akademickie poświęcone sztucznej inteligencji i uczeniu maszynowemu
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Data scientists working with Azure will be able to put their knowledge to work with this practical guide to Azure Machine Learning focused on leveraging the SDK V2 and CLI V2. With detailed steps and explanations, you'll learn how to build and productionize end-to-end machine learning solutions using Azure ML.
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Explore the Essential Concepts, Tools, and Services in GCP KEY FEATURES Build a solid foundation of the Google Cloud Platform. Work with different AI and Machine Learning services offered by Google Cloud. Learn how to use Google cloud services to build scalable apps. DESCRIPTION Google Cloud platform has a suite of cloud computing services f
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Monografia prezentuje zagadnienia techniczne, organizacyjne i informatyczne w zastosowaniu do nowoczesnych systemów transportowych. Przedstawiono w niej zasady projektowania i optymalizacji działania autobusu elektrycznego zasilanego z wodorowych ogniw paliwowych oraz nową metodę doboru parametrów eksploatacyjnych pojazdów w as
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Edge AI is transforming the way computers interact with the real world, allowing IoT devices to make decisions using the 99% of sensor data that was previously discarded due to cost, bandwidth, or power limitations. With techniques like embedded machine learning, developers can capture human intuition and deploy it to any target--from ultra-low pow
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To drugi tom klasycznego podręcznika wiedzy o sztucznej inteligencji. Podobnie jak w wypadku pierwszej części, lektura tej książki nie wymaga wybitnej znajomości tematu. Dzięki przejrzystości tekstu i umiejętnemu unikaniu nadmiernego formalizmu można w dość łatwy sposób zrozumieć kluczowe idee i koncepcje nauki o sztucznej inteligencji. Najnowsze t
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Companies are scrambling to integrate AI into their systems and operations. But to build truly successful solutions, you need a firm grasp of the underlying mathematics. This accessible guide walks you through the math necessary to thrive in the AI field such as focusing on real-world applications rather than dense academic theory.Engineers, data s
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With the increasing use of AI in high-stakes domains such as medicine, law, and defense, organizations spend a lot of time and money to make ML models trustworthy. Many books on the subject offer deep dives into theories and concepts. This guide provides a practical starting point to help development teams produce models that are secure, more robus
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With this book, you'll learn how to develop large-scale machine learning applications using high-performance computing on Amazon Web Services. In addition, you'll understand architectural components, performance optimization, and real-world use cases in domains like genomics, autonomous vehicles, computational fluid dynamics, and numerical optimiza
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Mastering the art of model serving is a crucial yet daunting task in the realm of machine learning. This comprehensive guide equips you with knowledge of various model serving techniques to seamlessly bring your machine learning models to fruition, while also highlighting the best practices in model deployment.
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As hackers come up with new ways to mangle or misdirect data in nearly undetectable ways to obtain access, skew calculations, and modify outcomes. Machine Learning Security Principles helps you understand hacker motivations and techniques in an easy-to-understand way.
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Mathematical Codebook to Navigate Through the Fast-changing AI Landscape KEY FEATURES Access to industry-recognized AI methodology and deep learning mathematics with simple-to-understand examples. Encompasses MDP Modeling, the Bellman Equation, Auto-regressive Models, BERT, and Transformers. Detailed, line-by-line diagrams of algorithms, and t
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Explore recipes for both classical quantitative finance approaches to modeling financial data, as well as modern machine learning and deep learning solutions
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A step-by-step guide to get started with Machine Learning KEY FEATURES Understand different types of Machine Learning like Supervised, Unsupervised, Semi-supervised, and Reinforcement learning. Learn how to implement Machine Learning algorithms effectively and efficiently. Get familiar with the various libraries & tools for Machine Learning.
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Python offers powerful packages to help anyone tackle complex mathematical problems in a simple and efficient way. This practical guide explains how to model real-world problems as mathematical objects in Python, perform computations, and interpret results. Most of all, it shows what is possible when Python and math are combined.
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Python is a first-class tool for many researchers, primarily because of its libraries for storing, manipulating, and gaining insight from data. Several resources exist for individual pieces of this data science stack, but only with the new edition of Python Data Science Handbook do you get them all--IPython, NumPy, pandas, Matplotlib, scikit-learn,
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Unlock the Potential of Data Science and Machine Learning to Your Business and Organization KEY FEATURES Includes today's most popular applications powered by data science and machine learning technology. A solid primer on the entire data science lifecycle, detailed with examples. An integrated approach to demonstrating the use of Image Proces
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The Art of Data-Driven Business is a practical guide to understanding the intricacies of powering your business decisions with machine learning algorithms backed by the might of Python. The techniques you'll learn in this book will enable you to make the best possible decisions based on a data-driven approach.
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Hands-On Simulation Modeling with Python, Second Edition teaches you how to leverage Python to develop simulation models and use various Python packages. The book will help you explore various numerical simulation algorithms and concepts, such as the Markov Decision Process, Monte Carlo methods, and bootstrapping techniques.
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AI has a transformational impact on our health and well-being, leading to some of the biggest breakthroughs of this decade. This book is a comprehensive guide filled with practical, hands-on examples to help you understand and apply AI to real-world problems in areas like provider efficiency, radiology, precision medicine, and genomics.
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Modern Time Series Forecasting with Python is a timely book that goes beyond popular classical time series techniques such as ARIMA and exponential smoothing and embraces modern high-performant techniques like machine learning. You'll discover tested tips and tricks to advance your skillset and make you industry-ready in time series forecasting.
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This practical guide bridges the gap between general cloud computing architecture in Microsoft Azure and scientific computing for bioinformatics and genomics. You'll get a solid understanding of the architecture patterns and services that are offered in Azure and how they might be used in your bioinformatics practice. You'll get code examples that
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This book will help you learn how to build and tune state-of-the-art machine learning and deep learning models using Python and industry-standard libraries for deriving biological insights from large amounts of multimodal genomic datasets. You'll also learn how to deploy these models on several cloud platforms such as AWS and Azure.
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While many introductory guides to AI are calculus books in disguise, this one mostly eschews the math. Instead, author Jeff Prosise helps engineers and software developers build an intuitive understanding of AI to solve business problems. Need to create a system to detect the sounds of illegal logging in the rainforest, analyze text for sentiment,
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This practical guide to 3D deep learning will help you learn everything you need to know about 3D computer vision models and how to incorporate them into your day-to-day work. The book covers top methods and frameworks to demonstrate how 3D data can be processed and help you gain the confidence to implement your own 3D deep learning models.
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Most intermediate-level machine learning books focus on how to optimize models by increasing accuracy or decreasing prediction error. But this approach often overlooks the importance of understanding why and how your ML model makes the predictions that it does.Explainability methods provide an essential toolkit for better understanding model behavi
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Machine learning and Python offer unique opportunities to process text data. This book will equip you with the skills you need to undertake a role in the field. The content keeps the right balance between need-to-know theory and hands-on practice, grounding the discussion around different case studies.
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Python Feature Engineering Cookbook, Second Edition will give you the practice, tools, and techniques to streamline your feature engineering pipelines and simplify and improve the quality of your code. With more than 70 methods to transform or create variables, you will find solutions tailored to different datasets and machine learning models.
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Quantum Machine Learning and Optimisation in Finance shows you how to create hybrid quantum-classical machine learning and optimisation models that can harness the power of NISQ hardware.
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Deep learning is one of the most cutting-edge fields in the AI space currently and most AI-powered applications currently utilize deep learning techniques. This book will teach you both software and hardware aspects used to run deep learning models at scale using Amazon SageMaker.
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This book helps you understand how to design and implement a federated learning (FL) system. Using solid coding examples, you'll be able to acquire the essential skills needed to develop and support machine learning applications empowered by FL that can protect data privacy, increase learning efficiency, and reduce computational resources and costs
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There is a growing need for professionals with experience in working on machine learning engineering requirements along with knowledge of automating complex MLOps pipelines in the cloud. This book will help you explore a variety of AWS services that ML practitioners can use to solve various ML engineering requirements and challenges in production.
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Intelligent document processing covers modern ways to extract insights from documents. This book helps you to quickly master IDP with AWS AI services using practical applications across industries such as insurance, healthcare, mortgage, and the public sector, and bring your documents to life by deriving invaluable insights.
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Neural Search, from Prototype to Production with Jina covers the important tools in deep learning–powered search infrastructure for building cross- and multi-modal search systems, including text, images, video, and audio, distributed on the cloud.
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Deep Learning with TensorFlow and Keras, Third Edition teaches deep learning techniques alongside TensorFlow (TF) and Keras. The book introduces neural networks with TensorFlow, runs through the main applications, covers two working example apps, and then dives into TF and cloud in production, TF mobile, and using TensorFlow with AutoML.
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Ta książka jest przystępnym przewodnikiem po uczeniu maszynowym. Aby zrozumieć zawartą w niej treść, wystarczy podstawowa umiejętność programowania i znajomość matematyki na poziomie szkoły średniej. Znalazło się tu omówienie podstawowych pojęć i wyjaśnienie mechanizmów rządzących uczeniem głębokim. Dzięki lekturze dowiesz się, czym się charakteryz
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Through a recent series of breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This bestselling book uses concrete examples, minimal theory, and production-ready Python
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WPROWADZENIE DO UCZENIA MASZYNOWEGO Z WYKORZYSTANIEM INTUICYJNEGO JĘZYKA R Uczenie maszynowe i analiza danych pełnią coraz ważniejszą rolę w tworzeniu wartości dodanej. Uczenie maszynowe pozwala znajdować ukryte w danych zależności, wnosząc nowe pomysły i wiedzę, którą trudno byłoby osiągnąć bez tej zaawansowanej techniki. Książka Praktyc
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Using the hands-on recipes in this book, you'll be able to apply your learning to research and analysis in computational biology with Python. You'll understand modern, practical applications of bioinformatics using popular programming techniques and frameworks. This will equip you to efficiently deal with the ever-increasing deluge of bioinformatic
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Practical Automated Machine Learning Using H2O.ai covers in detail how H2O automates the machine learning effort and how you can use it to develop your ML systems quickly and easily. This book helps you to focus on achieving results while H2O does all the heavy lifting for you.
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This is a guide to learning and mastering machine learning in Google Cloud and a roadmap to becoming a Google Cloud certified Machine Learning Engineer. The book emphasizes developing the “mind and hand” to build a broad and strong knowledge base, develop hands-on skills, and get certified as a Google Cloud Machine Learning Engineer.
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Ten podręcznik jest przeznaczony dla osób, które chcą dobrze zrozumieć matematyczne podstawy uczenia maszynowego i nabrać praktycznego doświadczenia w używaniu pojęć matematycznych. Wyjaśniono tutaj stosowanie szeregu technik matematycznych, takich jak algebra liniowa, geometria analityczna, rozkłady macierzy, rachunek wektorowy, optymalizacja, pro
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If you want to work in any computational or technical field, you need to understand linear algebra. As the study of matrices and operations acting upon them, linear algebra is the mathematical basis of nearly all algorithms and analyses implemented in computers. But the way it's presented in decades-old textbooks is much different from how professi
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While there are many books on various deep learning models, it is difficult to find a book about serving the models at scale. In this book, you will learn how to quickly build working models, convert them into production-ready applications supporting various deployment environments, and distribute them at scale in the most efficient way.
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This book will show you how to use Comet to enhance your organization's data science projects. It offers detailed explanations of concepts, practical use cases, and best practices for managing every aspect of your data science project through Comet, from data exploration to model deployment and report building.
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Data scientists spend 80% of their time cleaning and manipulating data and only 20% of their time analyzing it. Efforts put into cleaning data are crucial, since analyzing dirty data can lead to inaccurate decisions. This is a critically timed book that will help you identify, diagnose, and treat data cleaning problems in Python, with advanced ML t
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This book will take you through time series analysis techniques and algorithms, from both statistical and machine learning domains. It will introduce you to the KNIME Analytics Platform and its time series extension for implementing practical solutions for demand prediction, signal classification, signal forecasting, and anomaly detection.
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Healthcare is the next frontier for data science. Using the latest in machine learning, deep learning, and natural language processing, you'll be able to solve healthcare's most pressing problems: reducing cost of care, ensuring patients get the best treatment, and increasing accessibility for the underserved. But first, you have to learn how to ac
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Dzięki temu praktycznemu przewodnikowi szybko nauczysz się tworzyć i uruchamiać procesy w chmurze, a następnie integrować wyniki z aplikacjami. Zapoznasz się ze scenariuszami stosowania technik sztucznej inteligencji: przetwarzania języka naturalnego, rozpoznawania obrazów, wykrywania oszustw, wyszukiwania kognitywnego czy wykrywania anomalii w cza
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E-commerce wspierany przez potężną moc sztucznej inteligencji ― to dla wielu właścicieli rodzimych firm internetowych wciąż brzmi jak odległa przyszłość. Może gdzieś tam, w Kalifornii, może u technologicznych gigantów, może Apple, Amazon, a bliżej nas, powiedzmy, Allegro korzysta lub będzie korzystać z chatbotów czy data-driven marketingu. Al
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Od mniej więcej piętnastu lat jesteśmy świadkami rewolucji w nauczaniu maszynowym na niesamowitą skalę. Rewolucji tej sprzyja intensywny rozwój głębokich sieci neuronowych oraz niezbędnego do tego sprzętu obliczeniowego, takiego jak karty graficzne. „Deep learning”, „machine learning” – te słowa klucze rozpalają wyobra
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Explainable AI is a set of techniques used to demystify the outcome of machine learning and AI models, making algorithms more trustworthy and transparent by justifying model predictions. This book helps you to learn how to design explainable ML systems for industrial applications considering the best practices.
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This book curates numerous hyperparameter tuning methods for Python all in one place, providing a deep explanation of how each method works, and a decision map that can help you choose which hyperparameter tuning method is right for your specific problem and situation.
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Machine Learning at Scale with H2O helps you to succeed in building and deploying state-of-the-art predictive models with large data volumes in an enterprise setting. The book enables you to understand the perspectives of varied stakeholders while navigating the journey from model development to business value.
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Learning to solve common NLP problems effectively is an important skill to master due to its popularity. TensorFlow is one of the leading frameworks for implementing production-grade machine learning solutions. By the end of this book, you'll be ready to confidently develop end-to-end machine learning solutions efficiently with TensorFlow.
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Explore the IoT with other emerging technologies like Artificial Intelligence, Machine Learning, Cloud Computing, and Blockchain Technology KEY FEATURES Learn from the basics of Internet of Everything, Industry 4.0, and Society 5.0. Check your knowledge with self-assessment questions and case studies. Supports the Government of India project D
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