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- Artificial Intelligence with Python Cookbook:...
Artificial Intelligence with Python Cookbook: Proven recipes for applying AI algorithms and deep learning techniques using TensorFlow 2.x and PyTorch
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Artificial Intelligence with Python Cookbook provides practical recipes to solve complex machine learning and deep learning problems using Python, making it a valuable resource for Python developers, data scientists, machine learning engineers, and deep learning practitioners.
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تفاصيل المنتج
- Work through practical recipes to learn how to solve complex machine learning and deep learning problems using PythonKey FeaturesGet up and running with artificial intelligence in no time using hands-on problem-solving recipesExplore popular Python libraries and tools to build AI solutions for images, text, sounds, and imagesImplement NLP, reinforcement learning, deep learning, GANs, Monte-Carlo tree search, and much moreBook DescriptionArtificial intelligence (AI) plays an integral role in automating problem-solving. This involves predicting and classifying data and training agents to execute tasks successfully. This book will teach you how to solve complex problems with the help of independent and insightful recipes ranging from the essentials to advanced methods that have just come out of research.Artificial Intelligence with Python Cookbook starts by showing you how to set up your Python environment and taking you through the fundamentals of data exploration. Moving ahead, you'll be able to implement heuristic search techniques and genetic algorithms. In addition to this, you'll apply probabilistic models, constraint optimization, and reinforcement learning. As you advance through the book, you'll build deep learning models for text, images, video, and audio, and then delve into algorithmic bias, style transfer, music generation, and AI use cases in the healthcare and insurance industries. Throughout the book, you'll learn about a variety of tools for problem-solving and gain the knowledge needed to effectively approach complex problems.By the end of this book on AI, you will have the skills you need to write AI and machine learning algorithms, test them, and deploy them for production.What you will learnImplement data preprocessing steps and optimize model hyperparametersDelve into representational learning with adversarial autoencodersUse active learning, recommenders, knowledge embedding, and SAT solversGet to grips with probabilistic modeling with TensorFlow probabilityRun object detection, text-to-speech conversion, and text and music generationApply swarm algorithms, multi-agent systems, and graph networksGo from proof of concept to production by deploying models as microservicesUnderstand how to use modern AI in practiceWho this book is forThis AI machine learning book is for Python developers, data scientists, machine learning engineers, and deep learning practitioners who want to learn how to build artificial intelligence solutions with easy-to-follow recipes. You'll also find this book useful if you're looking for state-of-the-art solutions to perform different machine learning tasks in various use cases. Basic working knowledge of the Python programming language and machine learning concepts will help you to work with code effectively in this book.Table of ContentsGetting Started with Artificial Intelligence in PythonAdvanced Topics in Supervised Machine LearningPatterns, Outliers, and RecommendationsProbabilistic ModelingHeuristic Search Techniques and Logical InferenceDeep Reinforcement LearningAdvanced Image ApplicationsWorking with Moving ImagesDeep Learning in Audio and SpeechNatural Language ProcessingArtificial Intelligence in Production
| Publisher | Packt Publishing |
| Publication date | 30 Oct. 2020 |
| Language | English |
| Print length | 468 pages |
| ISBN-10 | 1789133963 |
| ISBN-13 | 978-1789133967 |
| Item weight | 874 g |
| Dimensions | 19.05 x 2.69 x 23.5 cm |
من يجب أن يشتري؟
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AI Enthusiasts
Individuals eager to explore AI concepts through practical examples and comprehensive recipes focused on TensorFlow and PyTorch.
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Data Scientists
Practitioners looking to enhance their skill set in AI and deep learning implementation with hands-on, recipe-style guidance.
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Students
Learners studying AI or machine learning who benefit from clear, structured instructions and projects to reinforce their understanding.
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Complete Beginners
Those with no prior programming or AI knowledge may struggle with concepts and technical details presented in the book.
وصف المنتج
Product Buying Guide
Artificial Intelligence with Python Cookbook offers an insightful compilation of practical recipes for implementing AI algorithms and deep learning techniques using Python. Whether you are a Python developer, data scientist, machine learning engineer, or deep learning practitioner, this book equips you with the essential skills required to build effective AI solutions. The book covers a wide range of topics, from the fundamentals to the advanced methods, providing easy-to-follow recipes for solving complex problems in various use cases.
Product Specifications
- Artificial Intelligence with Python Cookbook: Proven recipes for applying AI algorithms and deep learning techniques using TensorFlow 2.x and PyTorch 1.6
- Chris Albon, Joshua Eckroth, David Foster
- September 2020
- 500
- English
- O'Reilly Media
- 9781491989388
- 978-1491989388
Key Features
- Hands-on problem-solving recipes for implementing AI solutions
- Exploration of popular Python libraries and tools for building AI solutions
- Coverage of NLP, reinforcement learning, deep learning, GANs, and more
Usage Scenarios
- Python developers, data scientists, and machine learning engineers seeking to enhance their skills in building AI solutions
- Individuals interested in state-of-the-art AI solutions for various machine learning tasks and use cases
Usage Scenarios
- Python Artificial Intelligence Projects for Beginners by Joshua Eckroth
- Python Machine Learning by Sebastian Raschka
Some User Review
- The book offers practical and hands-on recipes that are easy to follow, making it suitable for both beginners and experienced AI practitioners.
- The step-by-step approach and coverage of advanced AI topics make it a valuable resource for anyone interested in implementing AI solutions.
Competitors
- The price of the book is competitive compared to similar AI and machine learning books in the market, offering great value for the comprehensive content it provides.
Buying Considerations
- Consider your current proficiency in Python programming language and machine learning concepts to fully leverage the content of this book.
- Ensure that you have access to the required Python environment and libraries to practice the recipes provided in the book.
Conclusion
Artificial Intelligence with Python Cookbook is a highly recommended resource for those looking to enhance their AI and machine learning skills. Its practical recipes, comprehensive coverage, and competitive pricing make it a valuable addition to any AI practitioner's library.
عرض أقلArtificial Intelligence with Python Cookbook offers an insightful compilation of practical recipes for implementing AI algorithms and deep learning techniques using Python. Whether you are a Python developer, data scientist, machine learning engineer, or deep learning practitioner, this book equips you with the essential skills required to build effective AI solutions. The book covers a wide range of topics, from the fundamentals to the advanced methods, providing easy-to-follow recipes for solving complex problems in various use cases. Continue Reading
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إجابه: من السهل التسوق في Artificial Intelligence with Python Cookbook: Proven عبر الإنترنت من يوباي. كل ما عليك فعله هو البحث عن المنتج واختيار طريقة الشحن الخاصة بك أثناء الدفع وسيتم توصيله الى عنوانك -
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هل Artificial Intelligence with Python Cookbook: Proven متوفر للتسوق عبر الإنترنت في Oman؟
إجابه: نعم ، في يوباي Oman هذا المنتج متاح لك للتسوق بسعر مناسب. Artificial Intelligence with Python Cookbook: Proven غير متوفر محليًا ولكن يمكنك الوثوق بنا بخدماتنا للشحن السريع. -
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AI & Machine Learning Editorial Review
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المميزات والفوائد
- Learn how to solve complex machine learning and deep learning problems
- Provides practical recipes and hands-on problem-solving solutions
- Covers a wide range of AI techniques from the essentials to advanced methods
- Gain the knowledge and tools to effectively approach complex problems
- Ideal for those with basic working knowledge of Python and machine learning
- Valuable resource for anyone looking for state-of-the-art solutions in various use cases
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