Data science i uczenie maszynowe - książki
Książki, ebooki, audiobooki, kursy video z kategorii: Data science dostępne w księgarni Helion
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Your key to transformer based NLP, vision, speech, and multimodalities Key Features Transformer architecture for different modalities and multimodalities. Practical guidelines to build and fine-tune transformer models. Comprehensive code samples with detailed documentation. Description This book covers transformer architecture for various app-
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(46,15 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł(-10%) -
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Dive into the world of Machine Learning with Python, exploring essential algorithms, data scrubbing techniques, and model design to unlock the potential of AI and data science.
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(29,91 zł najniższa cena z 30 dni)
35.91 zł
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Przekraczaj granice możliwości dzięki najbardziej wszechstronnemu przewodnikowi po uczeniu maszynowym! Zanurz się w fascynującym świecie algorytmów, które napędzają dzisiejsze innowacje, od samouczących się systemów po zaawansowane aplikacje przewidujące. Oto, co czeka na Ciebie wewnątrz: Podstawy uczenia maszynowego: Zacznij swoją przygodę od s
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Build high-impact ML/AI solutions by optimizing each step KEY FEATURES Build and fine-tune models for maximum performance. Practical tips to make your own state-of-the-art AI/ML models. ML/AI problem solving tips with multiple case studies to tackle real-world challenges. DESCRIPTION This book approaches data science solution building using
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ebook
(46,15 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł(-10%) -
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Master your expertise and skills in machine learning with this AWS Certified Machine Learning Specialty exam guide. Become proficient in designing robust solutions and prove expertise in deploying machine learning models on the AWS cloud.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
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Approach data science interviews with confidence with this one-stop guide focused on Python programming, SQL, shell/bash, version control, statistics, and ML modeling. No need to scan the internet for technical interview prep material—it's all here!
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(67,43 zł najniższa cena z 30 dni)
80.91 zł
89.90 zł(-10%) -
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This book is a compilation of essential background knowledge, tools, techniques, and applied examples needed to implement data-centric ML. Learn how to apply a best-practice data-centric approach in your work with this informative guide.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Gain the valuable skills and techniques you need to accelerate the delivery of machine learning solutions. With this practical guide, data scientists, ML engineers, and their leaders will learn how to bridge the gap between data science and Lean product delivery in a practical and simple way. David Tan, Ada Leung, and Dave Colls show you how to app
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(161,40 zł najniższa cena z 30 dni)
228.65 zł
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This book provides a comprehensive guide to leveraging the immense potential of transformers for NLP and vision tasks. It covers the architectural innovations that have led to unprecedented natural language capabilities, along with the associated risks and mitigation strategies.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Prezentowane opracowanie dotyczy różnych modeli i metod stosowanych w uczeniu maszynowym. W szczególności, w poszczególnych rozdziałach przedstawione są takie zagadnienia, jak: regresja liniowa; klasyfikatory KNN; klasyfikatory Bayesa; modele matematyczne drzew decyzyjnych; sieci neuronowe MLP; sieci RBF; sieci SVM do klasyfikacji i regresji; sieci
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(32,40 zł najniższa cena z 30 dni)
34.85 zł
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Data miners survival kit for explainable, effective, and efficient algorithms enabling responsible decision-making KEY FEATURES Accessible, and case-based exploration of the most effective data mining techniques in Python. An indispensable guide for utilizing AI potential responsibly. Actionable insights on modeling techniques, deployment tech
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(46,15 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł(-10%) -
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Turn raw data into meaningful solutions KEY FEATURES Complete guide to master data science basics. Practical and hands-on examples in ML, deep learning, and NLP. Drive innovation and improve decision making through the power of data. DESCRIPTION Learn Data Science from Scratch equips you with the essential tools and techniques, from Python l
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(46,15 zł najniższa cena z 30 dni)
89.91 zł
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Entity resolution is a key analytic technique that enables you to identify multiple data records that refer to the same real-world entity. With this hands-on guide, product managers, data analysts, and data scientists will learn how to add value to data by cleansing, analyzing, and resolving datasets using open source Python libraries and cloud API
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(131,40 zł najniższa cena z 30 dni)
186.15 zł
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Learn to unleash the power of AI creativity KEY FEATURES Understand the core concepts related to generative AI. Different types of generative models and their applications. Learn how to design generative AI neural networks using Python and TensorFlow. DESCRIPTION This book researches the intricate world of generative Artificial Intelligence
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(46,15 zł najniższa cena z 30 dni)
89.91 zł
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Bayesian inference uses probability distributions and Bayes' theorem to build flexible models. This book uses PyMC to abstract all mathematical and computational details from this process, allowing readers to solve a range of data science problems.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
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Discover data labeling methods through Python libraries, ML algorithms, and generative AI with this guide covering best practices, advanced methods, and tools. This book will simplify model training for regression, classification, and clustering.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Machine learning is an important driver of innovation in software products. This book will help you take your machine learning prototype to the next level and scale it up using concepts such as data provisioning, processing, and quality control.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
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This book is your complete guide to seamless ML operations on OpenShift. You'll master MLOps concepts, explore OpenShift Data Science, Pachyderm, and Intel OpenVino, along with the provision, configuration, and operationalization of the MLOps platform.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
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Principles of Data Science provides an end-to-end framework for cultivating critical thinking about data, performing practical data science, building performant machine learning models, and mitigating bias in AI pipelines. Learn the fundamentals of computational math and stats while exploring modern machine learning and large pre-trained models.
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(89,25 zł najniższa cena z 30 dni)
107.10 zł
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Unleash the hidden potential of Python to emerge as a change maker of contemporary industry KEY FEATURES Explore Python commands for RPA, workflows and hyperautomation. Concise chapters with lucid examples and elaborate codes that make learning interesting. Practical industry use case at the end of every chapter to highlight its real world app
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(46,15 zł najniższa cena z 30 dni)
89.91 zł
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Unlock the power of MATLAB for machine learning with this comprehensive guide. From data handling to advanced techniques like deep learning, NLP, and anomaly detection, gain practical skills applicable across a range of AI applications.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Unveiling insights, unleashing potential: Navigating the depths of data warehousing and mining for a data-driven tomorrow KEY FEATURES Explore concepts ranging from fundamentals to advanced techniques of data warehouses and data mining. Translate business questions into actionable strategies to make informed decisions. Gain practical implement
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(46,15 zł najniższa cena z 30 dni)
89.91 zł
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This book covers the application of Julia v1.8.x in the areas of scientific computing and data science. The book will be of use to those with some previous knowledge of Julia or as a primer for programmers familiar with other scripting or compiled languages.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
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The world's businesses ingest a combined 2.5 quintillion bytes of data every day. But how much of this vast amount of data--used to build products, power AI systems, and drive business decisions--is poor quality or just plain bad? This practical book shows you how to ensure that the data your organization relies on contains only high-quality record
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(131,40 zł najniższa cena z 30 dni)
186.15 zł
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Deep learning is rapidly gaining momentum in the world of finance and trading. But for many professional traders, this sophisticated field has a reputation for being complex and difficult. This hands-on guide teaches you how to develop a deep learning trading model from scratch using Python, and it also helps you create and backtest trading algorit
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(131,40 zł najniższa cena z 30 dni)
186.15 zł
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Unlocking computer vision with Python and OpenCV KEY FEATURES Practical solutions to image processing challenges. Detect and classify objects in images. Recognize faces and text from images using character detection and recognition models. DESCRIPTION Neural Network Computer Vision with OpenCV equips you with professional skills and knowledg
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(36,90 zł najniższa cena z 30 dni)
71.91 zł
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Gain in-depth knowledge of the essential resources and tools required to extract valuable insights from blockchain data with this comprehensive guide empowering you to contribute to the evolution of the next-generation internet.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
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This book explores MXNet/Gluon libraries, delves into toy dataset analysis, and assists in creating deep neural network architectures. With practical examples, it enables you to perform tasks such as transfer learning and transformers in with ease.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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The Deep Learning Architect's Handbook covers everything you need to master all aspects of deep learning. This hands-on guide will enable you to create innovative real-world applications, transforming the world into a more productive environment.
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(119,25 zł najniższa cena z 30 dni)
143.10 zł
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The Definitive Guide to Google Vertex AI is for ML practitioners who want to learn Google best practices, MLOps tooling, and turnkey AI solutions for solving large-scale real-world AI/ML problems. This book takes a hands-on approach to help you become an ML rockstar on Google Cloud Platform in no time.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Unveiling the power and potential of Generative AI for a limitless future KEY FEATURES Holistic and accessible journey into Generative AI. Indispensable guide for unleashing Generative AI potential. Transforming technology, business, art, and innovation, covering technological advancements and business optimization. DESCRIPTION The Potential
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(36,90 zł najniższa cena z 30 dni)
71.91 zł
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Machine Learning Security with Azure will help you assess the vulnerabilities in your data, models, and environments, and implement the latest industry security best practices. You'll get to grips with managing, securing, and monitoring your Azure machine learning workloads throughout the ML lifecycle while developing responsible AI applications.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Through Kaggle Notebooks, this book teaches beginners and experienced Kagglers data analysis and the ML pipeline. With seven steps covering several techniques and competition datasets, you'll be able to compete in Kaggle competitions successfully.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Discover the power of Conformal Prediction with the Practical Guide to Applied Conformal Prediction in Python. Master the latest techniques to quantify uncertainty in machine learning and computer vision models, and seamlessly apply them to your industry applications.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Analyze, Architect, and Innovate with Databricks Lakehouse KEY FEATURES Create a Lakehouse using Databricks, including ingestion from source to Bronze. Refinement of Bronze items to business-ready Silver items using incremental methods. Construct Gold items to service the needs of various business requirements. DESCRIPTION The Databricks Lak
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(36,90 zł najniższa cena z 30 dni)
71.91 zł
79.90 zł(-10%) -
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Miesięcznik ten dedykowany jest przede wszystkim profesjonalistom z branży IT, którzy na co dzień pracują z systemem Linux, w tym administratorom systemów, programistom oraz zaawansowanym użytkownikom. Publikacja ta została również stworzona z myślą o menedżerach IT oraz specjalistach technologicznych, którzy poszukują efektywnych sposobów wykorzys
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(15,90 zł najniższa cena z 30 dni)
23.33 zł
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Data Science for Malware Analysis is a guide to the synergy of cybersecurity and data science. You'll learn about malware lifecycle and data science techniques for improved detection and analysis. You'll decipher key regulations like GDPR and CCPA.
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(74,93 zł najniższa cena z 30 dni)
89.91 zł
99.90 zł(-10%) -
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Harness the power of MLOps for managing real time machine learning project cycle KEY FEATURES Comprehensive coverage of MLOps concepts, architecture, tools and techniques. Practical focus on building end-to-end ML Systems for Continual Learning with MLOps. Actionable insights on CI/CD, monitoring, continual model training and automated retrain
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(36,90 zł najniższa cena z 30 dni)
71.91 zł
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Danologia to najszybciej rozwijająca się dziedzina na świecie. Przewiduje się, że do roku 2026 stworzy 11,5 mln nowych miejsc pracy, tak więc osoby poszukujące pracy i posiadające ten zestaw umiejętności mają tu wiele możliwości. Jednym z najbardziej pożądanych obszarów w dziedzinie danologii jest wydobywanie informacji ze stron internetowych. Jeśl
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(44,99 zł najniższa cena z 30 dni)
76.49 zł
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Implementing and designing systems that make suggestions to users are among the most popular and essential machine learning applications available. Whether you want customers to find the most appealing items at your online store, videos to enrich and entertain them, or news they need to know, recommendation systems (RecSys) provide the way.In this
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(161,40 zł najniższa cena z 30 dni)
228.65 zł
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Starting with the fundamentals of IoT supported with real-world use cases, this book will take you through every aspect of building an IoT device using ESP32 from scratch. With each chapter, you'll progressively enhance your IoT applications with features like sensor communication, integrating popular IoT libraries (such as LittleFS and LVGL), conn
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
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With demand for scaling, real-time access, and other capabilities, businesses need to consider building operational machine learning pipelines. This practical guide helps your company bring data science to life for different real-world MLOps scenarios. Senior data scientists, MLOps engineers, and machine learning engineers will learn how to tackle
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(161,40 zł najniższa cena z 30 dni)
228.65 zł
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This book will help you master the art of predicting outcomes when datasets are imbalanced and where the most important class is under-represented. You'll learn the skills you need to overcome challenges when dealing with imbalanced datasets for both traditional machine learning and deep learning models.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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NLP for Practitioners with Elastic is a foundational guide that helps you get to grips with the fundamentals of vectors and embedding models. Using a hands-on approach, you'll be able to enhance your search use case with vector search using Elastic. The book covers kNN search, NLP capabilities, and the current state of vector search databases.
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(81,75 zł najniższa cena z 30 dni)
98.10 zł
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As tech products become more prevalent today, the demand for machine learning professionals continues to grow. But the responsibilities and skill sets required of ML professionals still vary drastically from company to company, making the interview process difficult to predict. In this guide, data science leader Susan Shu Chang shows you how to tac
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(161,40 zł najniższa cena z 30 dni)
228.65 zł
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With over 70 project-based recipes, the TinyML Cookbook is a practical guide that will help you to get the most out of your microcontrollers. It provides a comprehensive understanding of the theoretical foundations while giving you hands-on experience training ML models for deployment on Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun Re
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(96,75 zł najniższa cena z 30 dni)
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Learn key databricks features like AutoML and MLflow and deploy serverless models with ease with this comprehensive guide. The book helps you build a strong foundation and sets you up to adapt easily to future ML innovations.
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(104,25 zł najniższa cena z 30 dni)
125.10 zł
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The book will start from the theoretical foundations of deep neural networks, and it will delve into the most popular network architectures – transformers and convolutional networks. It will combine them with PyTorch, Keras, and Hugging Face Transformers examples in the fields of computer vision and natural language processing.
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(111,75 zł najniższa cena z 30 dni)
134.10 zł
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Your training data has as much to do with the success of your data project as the algorithms themselves because most failures in AI systems relate to training data. But while training data is the foundation for successful AI and machine learning, there are few comprehensive resources to help you ace the process. In this hands-on guide, author Anth
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(131,40 zł najniższa cena z 30 dni)
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This practical guide provides a collection of techniques and best practices that are generally overlooked in most data engineering and data science pedagogy. A common misconception is that great data scientists are experts in the "big themes" of the discipline—machine learning and programming. But most of the time, these tools can only take u
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This hands-on book will help you make your machine learning models fairer, safer, and more reliable and in turn improve business outcomes. Every chapter introduces a new mission where you learn how to apply interpretation methods to realistic use cases with methods that work for any model type as well as methods specific for deep neural networks.
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(111,75 zł najniższa cena z 30 dni)
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Unlock the power of AI with Python: Your Journey from Novice to Neural Nets KEY FEATURES Learn to code in Python and use Google Colab's hardware accelerators (GPU and TPU) to train and deploy AI models efficiently. Develop Convolutional Neural Networks (CNNs) using the TensorFlow 2 library for computer vision tasks. Develop sequence, attention
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(36,90 zł najniższa cena z 30 dni)
71.91 zł
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This book takes a unique problem–solution approach to handling complex tasks in the bioinformatics domain using different datasets present in the book. With the help of real-world examples, you'll learn to put each independent recipe to use to tackle problems in the field of bioinformatics.
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(89,25 zł najniższa cena z 30 dni)
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Machine Learning with Qlik Sense enables you to master machine learning skills and techniques and expand the use of analytics to predictive use cases. The chapters are designed to help you learn the key concepts of machine learning using practical examples, enabling you to create better analytics applications and get the most out of your data.
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(111,75 zł najniższa cena z 30 dni)
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Machine learning is rapidly transitioning to synthetic data solutions, yet comprehensive resources to understand its uses are scarce. Synthetic Data for Machine Learning is a pioneering, comprehensive book covering synthetic data generation approaches, case studies, best practices, hands-on examples, and above all, how to use it to solve your own
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(111,75 zł najniższa cena z 30 dni)
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Computers cannot understand texts or organize documents. Texts must first be converted into numeric values before they can be used to unlock the hidden connection between documents into topics. This easy-to-follow book simplifies these processes for you, unveiling the power of Gensim to perform complex topic modeling, and showcases professional use
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(111,75 zł najniższa cena z 30 dni)
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The book is a foundational guide for developers keen on mastering machine learning and statistical modeling in R. It offers a hands-on approach along with real-world applications. Whether you're a beginner or looking to upgrade your skills, the book equips you with practical knowledge to tackle a wide array of tasks in ML and statistics.
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(111,75 zł najniższa cena z 30 dni)
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Na treść książki składają się przede wszystkim zagadnienia związane z zastosowaniami sztucznej inteligencji. Wstępem są rozważania na temat tzw. odpowiedzialnej sztucznej inteligencji. Podstawowym tworzywem, na którym działa sztuczna inteligencja, są dane, informacja i wiedza. O inżynierii wiedzy, a w tym o metodach reprezentacji wiedzy, traktuje r
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(32,50 zł najniższa cena z 30 dni)
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Learn how to build a complete machine learning pipeline by mastering feature extraction, feature selection, and algorithm training KEY FEATURES Develop a solid understanding of foundational principles in machine learning. Master regression and classification methods for accurate data prediction and categorization in machine learning. Dive into
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(36,90 zł najniższa cena z 30 dni)
71.91 zł
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All cloud architects need to know how to build data platforms that enable businesses to make data-driven decisions and deliver enterprise-wide intelligence in a fast and efficient way. This handbook shows you how to design, build, and modernize cloud native data and machine learning platforms using AWS, Azure, Google Cloud, and multicloud tools li
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Algorithms play an important role in computing, so a deeper understanding of an algorithm's logic and mathematics is essential. Beyond traditional computing, being able to apply these algorithms to real-world problems is a necessary skill and what this book focuses on.
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Machine Learning with LightGBM and Python is a practical guide that takes you from the essentials of machine learning and the data science processes to building production-ready, high-performance machine learning solutions using LightGBM on -of-the-art platforms.
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(111,75 zł najniższa cena z 30 dni)
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Streamlit for Data Science takes you through the basics of data app development, prototyping machine learning models, and deploying Streamlit apps. It walks you through practical, actionable examples using project-based learning.
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(119,25 zł najniższa cena z 30 dni)
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TensorFlow finds applications in companies like Google, Twitter, Intel, and Airbnb for solving business problems. Get ready to validate your skills with TensorFlow Developer Certificate using this comprehensive guide to building deep learning models through hands-on, real-world exercises, step-by-step explanations, and case studies.
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(104,25 zł najniższa cena z 30 dni)
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With practical and in-depth coverage of everything from the basics of dataset construction to the intricacies of deep learning, Machine Learning for Emotion Analysis in Python introduces you to emotion analysis and helps you accelerate your business growth.
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Learn using Cloud data technologies for improving data analytics and decision-making capabilities for your organization KEY FEATURES Get familiar with the fundamentals of data architecture and Cloud computing. Design and deploy enterprise data architectures on the Cloud. Learn how to leverage AI/ML to gain insights from data. DESCRIPTION Clo
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(36,90 zł najniższa cena z 30 dni)
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Debugging Machine Learning Models with Python equips you with the skills needed to transition from a machine learning beginner to a specialist. It guides you through the tools, theoretical concepts, Python modules, and libraries for bringing a high-quality model into production and identifying opportunities to improve your models.
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(111,75 zł najniższa cena z 30 dni)
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As an aspiring data scientist, you appreciate why organizations rely on data for important decisions--whether it's for companies designing websites, cities deciding how to improve services, or scientists discovering how to stop the spread of disease. And you want the skills required to distill a messy pile of data into actionable insights. We call
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(179,40 zł najniższa cena z 30 dni)
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Take a data-first and use-case–driven approach with Low-Code AI to understand machine learning and deep learning concepts. This hands-on guide presents three problem-focused ways to learn no-code ML using AutoML, low-code using BigQuery ML, and custom code using scikit-learn and Keras. In each case, you'll learn key ML concepts by using real-
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(161,40 zł najniższa cena z 30 dni)
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Building Statistical Models in Python will give you the tools to answer questions about data using some of the most widely used techniques in industry with Python. You'll learn to formulate and test questions using regression, classification, forecasting methods, and summarize findings into insightful actions.
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(111,75 zł najniższa cena z 30 dni)
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Machine learning engineering is an in-demand skill set, and it can be difficult to find a helpful guide on the topic. This fully updated second edition will help you solve business problems by addressing the pain points in creating standardized pipelines for taking proof-of-concept ML models to production and producing trustworthy results.
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Every organization wants an agile, performant, and cost-effective data platform that meets all their current and future business needs. Purpose-built AWS analytics services and their features play a big part in building such a modern data platform. This book brings to you all the design and architectural patterns that'll help you achieve this goal.
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Explore mathematical concepts and approaches to modeling, alongside machine learning techniques, to understand the relevance of models in solving business problems. This book covers various models, tools to uncover meaningful insights, and the perfect blend of machine learning and mathematical modeling to enhance your data science journey.
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Machine learning pipelines are expensive and complex, requiring industries to enable their data science teams with the ability to train models and run predictions with easy-to-use tools. This book helps you implement end-to-end serverless architectures for ingestion, analytics, and machine learning using Redshift Serverless and Redshift ML.
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This book is a comprehensive resource to mastering your Tableau skills and becoming a BI expert. As you progress, you will learn how to build advanced dashboards and improve your storytelling to derive key business insight, as well as make you well-versed with advanced functionalities of Tableau in the business intelligence domain.
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Learn how to build an end-to-end data to AI solution on Google Cloud using Vertex AI KEY FEATURES Harness the power of AutoML capabilities to build machine learning models. Learn how to train custom machine learning models on the Google Cloud Platform. Accelerate your career in data analytics by leveraging the capabilities of GCP. DESCRIPTIO
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A hands-on guide to building and deploying deep learning models with Python KEY FEATURES Acquire the skills to perform exploratory data analysis, uncover insights, and preprocess data for deep learning tasks. Build and train various types of neural networks, including Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs). G
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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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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