Artificial Intelligence With Python

Artificial Intelligence with Python PDF Book Details:
Author: Prateek Joshi
Publisher:
ISBN: 9781786464392
Size: 69.39 MB
Format: PDF, ePub
Category :
Languages : en
Pages : 521
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Artificial Intelligence With Python PDF

Artificial Intelligence With Python by Prateek Joshi, Artificial Intelligence With Python Books available in PDF, EPUB, Mobi Format. Download Artificial Intelligence With Python books, Build real-world AI applications with Python to intelligently interact with your surroundingsAbout This Book* Step into the amazing world of intelligent apps using this comprehensive guide* Enter the world of AI, explore it, and become independent to create your own AI apps* Work through simple yet insightful examples that will get you up and running with artificial intelligence in no timeWho This Book Is ForThis book is for Python developers who want to build real-world AI applications. This book is friendly to Python beginners, but being familiar with Python would be useful to play around with the code. It will also be useful for experienced Python programmers who are looking to implement AI techniques in their existing technology stacks.What You Will Learn* Find out how to use different classification and regression techniques* Understand the concept of clustering and how to use it to automatically segment data* See how to build an intelligent recommender system* Understand logic programming and how to use it* Develop automatic speech recognition systems* Understand the basics of heuristic search and genetic programming* Develop an understanding of reinforcement learning* Discover how to build AI applications centered on images, text, and time series data* Understand how to use deep learning algorithms and build applications based on itIn DetailAI is becoming increasingly relevant in the modern world where the ecosystem is driven by technology and data. AI is used extensively across many fields such as robotics, computer vision, finance, and so on. We will explore various real-world scenarios in this book and you'll learn about various AI algorithms that can be used to build various applications.During the course of this book, you will find out how to make informed decisions about what algorithms to use in a given context. Starting from the basics of the AI concepts, you will learn how to develop the various building blocks of AI using different data mining techniques. You will see how to implement different algorithms to get the best possible results, and will understand how to apply them to real-world scenarios. If you want to add an intelligence layer to any application based on images, text, stock market, or some other form of data, this exciting book on AI will definitely guide you all the way!


Artificial Intelligence With Python

Artificial Intelligence with Python PDF Book Details:
Author: Alberto Artasanchez
Publisher: Packt Publishing Ltd
ISBN: 1839216077
Size: 47.72 MB
Format: PDF, ePub, Docs
Category : Computers
Languages : en
Pages : 618
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Artificial Intelligence With Python PDF

Artificial Intelligence With Python by Alberto Artasanchez, Artificial Intelligence With Python Books available in PDF, EPUB, Mobi Format. Download Artificial Intelligence With Python books, New edition of the bestselling guide to artificial intelligence with Python, updated to Python 3.x, with seven new chapters that cover RNNs, AI and Big Data, fundamental use cases, chatbots, and more. Key Features Completely updated and revised to Python 3.x New chapters for AI on the cloud, recurrent neural networks, deep learning models, and feature selection and engineering Learn more about deep learning algorithms, machine learning data pipelines, and chatbots Book Description Artificial Intelligence with Python, Second Edition is an updated and expanded version of the bestselling guide to artificial intelligence using the latest version of Python 3.x. Not only does it provide you an introduction to artificial intelligence, this new edition goes further by giving you the tools you need to explore the amazing world of intelligent apps and create your own applications. This edition also includes seven new chapters on more advanced concepts of Artificial Intelligence, including fundamental use cases of AI; machine learning data pipelines; feature selection and feature engineering; AI on the cloud; the basics of chatbots; RNNs and DL models; and AI and Big Data. Finally, this new edition explores various real-world scenarios and teaches you how to apply relevant AI algorithms to a wide swath of problems, starting with the most basic AI concepts and progressively building from there to solve more difficult challenges so that by the end, you will have gained a solid understanding of, and when best to use, these many artificial intelligence techniques. What you will learn Understand what artificial intelligence, machine learning, and data science are Explore the most common artificial intelligence use cases Learn how to build a machine learning pipeline Assimilate the basics of feature selection and feature engineering Identify the differences between supervised and unsupervised learning Discover the most recent advances and tools offered for AI development in the cloud Develop automatic speech recognition systems and chatbots Apply AI algorithms to time series data Who this book is for The intended audience for this book is Python developers who want to build real-world Artificial Intelligence applications. Basic Python programming experience and awareness of machine learning concepts and techniques is mandatory.


Artificial Intelligence With Python

Artificial Intelligence with Python PDF Book Details:
Author: Prateek Joshi
Publisher: Packt Publishing Ltd
ISBN: 1786469677
Size: 27.44 MB
Format: PDF, ePub, Mobi
Category : Computers
Languages : en
Pages : 446
View: 6063

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Artificial Intelligence With Python PDF

Artificial Intelligence With Python by Prateek Joshi, Artificial Intelligence With Python Books available in PDF, EPUB, Mobi Format. Download Artificial Intelligence With Python books, Build real-world Artificial Intelligence applications with Python to intelligently interact with the world around you About This Book Step into the amazing world of intelligent apps using this comprehensive guide Enter the world of Artificial Intelligence, explore it, and create your own applications Work through simple yet insightful examples that will get you up and running with Artificial Intelligence in no time Who This Book Is For This book is for Python developers who want to build real-world Artificial Intelligence applications. This book is friendly to Python beginners, but being familiar with Python would be useful to play around with the code. It will also be useful for experienced Python programmers who are looking to use Artificial Intelligence techniques in their existing technology stacks. What You Will Learn Realize different classification and regression techniques Understand the concept of clustering and how to use it to automatically segment data See how to build an intelligent recommender system Understand logic programming and how to use it Build automatic speech recognition systems Understand the basics of heuristic search and genetic programming Develop games using Artificial Intelligence Learn how reinforcement learning works Discover how to build intelligent applications centered on images, text, and time series data See how to use deep learning algorithms and build applications based on it In Detail Artificial Intelligence is becoming increasingly relevant in the modern world where everything is driven by technology and data. It is used extensively across many fields such as search engines, image recognition, robotics, finance, and so on. We will explore various real-world scenarios in this book and you'll learn about various algorithms that can be used to build Artificial Intelligence applications. During the course of this book, you will find out how to make informed decisions about what algorithms to use in a given context. Starting from the basics of Artificial Intelligence, you will learn how to develop various building blocks using different data mining techniques. You will see how to implement different algorithms to get the best possible results, and will understand how to apply them to real-world scenarios. If you want to add an intelligence layer to any application that's based on images, text, stock market, or some other form of data, this exciting book on Artificial Intelligence will definitely be your guide! Style and approach This highly practical book will show you how to implement Artificial Intelligence. The book provides multiple examples enabling you to create smart applications to meet the needs of your organization. In every chapter, we explain an algorithm, implement it, and then build a smart application.


Neuronale Netze Programmieren Mit Python

Neuronale Netze programmieren mit Python PDF Book Details:
Author: Roland Schwaiger
Publisher:
ISBN: 9783836261432
Size: 37.25 MB
Format: PDF, ePub, Mobi
Category :
Languages : en
Pages :
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Neuronale Netze Programmieren Mit Python PDF

Artificial Intelligence With Python by Roland Schwaiger, Neuronale Netze Programmieren Mit Python Books available in PDF, EPUB, Mobi Format. Download Neuronale Netze Programmieren Mit Python books,


Intelligent Projects Using Python

Intelligent Projects Using Python PDF Book Details:
Author: Santanu Pattanayak
Publisher: Packt Publishing Ltd
ISBN: 1788994868
Size: 22.17 MB
Format: PDF, Kindle
Category : Computers
Languages : en
Pages : 342
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Intelligent Projects Using Python PDF

Artificial Intelligence With Python by Santanu Pattanayak, Intelligent Projects Using Python Books available in PDF, EPUB, Mobi Format. Download Intelligent Projects Using Python books, This book includes 9 projects on building smart and practical AI-based systems. These projects cover solutions to different domain-specific problems in healthcare, e-commerce and more. With this book, you will apply different machine learning and deep learning techniques and learn how to build your own intelligent applications for smart ...


Machine Learning Mit Python Das Praxis Handbuch Fur Data Science Predictive Analytics Und Deep Learning

MACHINE LEARNING MIT PYTHON DAS PRAXIS HANDBUCH FUR DATA SCIENCE  PREDICTIVE ANALYTICS UND DEEP LEARNING  PDF Book Details:
Author: SEBASTIAN RASCHKA.
Publisher:
ISBN: 9783958454231
Size: 11.64 MB
Format: PDF, ePub, Mobi
Category :
Languages : de
Pages :
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Machine Learning Mit Python Das Praxis Handbuch Fur Data Science Predictive Analytics Und Deep Learning PDF

Artificial Intelligence With Python by SEBASTIAN RASCHKA., Machine Learning Mit Python Das Praxis Handbuch Fur Data Science Predictive Analytics Und Deep Learning Books available in PDF, EPUB, Mobi Format. Download Machine Learning Mit Python Das Praxis Handbuch Fur Data Science Predictive Analytics Und Deep Learning books,


Python Advanced Guide To Artificial Intelligence

Python  Advanced Guide to Artificial Intelligence PDF Book Details:
Author: Giuseppe Bonaccorso
Publisher: Packt Publishing Ltd
ISBN: 1789951720
Size: 39.52 MB
Format: PDF, ePub
Category : Computers
Languages : en
Pages : 764
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Python Advanced Guide To Artificial Intelligence PDF

Artificial Intelligence With Python by Giuseppe Bonaccorso, Python Advanced Guide To Artificial Intelligence Books available in PDF, EPUB, Mobi Format. Download Python Advanced Guide To Artificial Intelligence books, Demystify the complexity of machine learning techniques and create evolving, clever solutions to solve your problems Key Features Master supervised, unsupervised, and semi-supervised ML algorithms and their implementation Build deep learning models for object detection, image classification, similarity learning, and more Build, deploy, and scale end-to-end deep neural network models in a production environment Book Description This Learning Path is your complete guide to quickly getting to grips with popular machine learning algorithms. You'll be introduced to the most widely used algorithms in supervised, unsupervised, and semi-supervised machine learning, and learn how to use them in the best possible manner. Ranging from Bayesian models to the MCMC algorithm to Hidden Markov models, this Learning Path will teach you how to extract features from your dataset and perform dimensionality reduction by making use of Python-based libraries. You'll bring the use of TensorFlow and Keras to build deep learning models, using concepts such as transfer learning, generative adversarial networks, and deep reinforcement learning. Next, you'll learn the advanced features of TensorFlow1.x, such as distributed TensorFlow with TF clusters, deploy production models with TensorFlow Serving. You'll implement different techniques related to object classification, object detection, image segmentation, and more. By the end of this Learning Path, you'll have obtained in-depth knowledge of TensorFlow, making you the go-to person for solving artificial intelligence problems This Learning Path includes content from the following Packt products: Mastering Machine Learning Algorithms by Giuseppe Bonaccorso Mastering TensorFlow 1.x by Armando Fandango Deep Learning for Computer Vision by Rajalingappaa Shanmugamani What you will learn Explore how an ML model can be trained, optimized, and evaluated Work with Autoencoders and Generative Adversarial Networks Explore the most important Reinforcement Learning techniques Build end-to-end deep learning (CNN, RNN, and Autoencoders) models Who this book is for This Learning Path is for data scientists, machine learning engineers, artificial intelligence engineers who want to delve into complex machine learning algorithms, calibrate models, and improve the predictions of the trained model. You will encounter the advanced intricacies and complex use cases of deep learning and AI. A basic knowledge of programming in Python and some understanding of machine learning concepts are required to get the best out of this Learning Path.


Machine Learning Kochbuch

Machine Learning Kochbuch PDF Book Details:
Author: Chris Albon
Publisher: O'Reilly
ISBN: 3960103077
Size: 53.45 MB
Format: PDF, Kindle
Category : Computers
Languages : de
Pages : 368
View: 6301

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Machine Learning Kochbuch PDF

Artificial Intelligence With Python by Chris Albon, Machine Learning Kochbuch Books available in PDF, EPUB, Mobi Format. Download Machine Learning Kochbuch books, Python-Programmierer finden in diesem Kochbuch nahezu 200 wertvolle und jeweils in sich abgeschlossene Anleitungen zu Aufgabenstellungen aus dem Bereich des Machine Learning, wie sie für die tägliche Arbeit typisch sind – von der Vorverarbeitung der Daten bis zum Deep Learning. Entwickler, die mit Python und seinen Bibliotheken einschließlich Pandas und Scikit-Learn vertraut sind, werden spezifische Probleme erfolgreich bewältigen – wie etwa Daten laden, Text und numerische Daten behandeln, Modelle auswählen, Dimensionalität reduzieren und vieles mehr. Jedes Rezept enthält Code, den Sie kopieren, zum Testen in eine kleine Beispieldatenmenge einfügen und dann anpassen können, um Ihre eigenen Anwendungen zu konstruieren. Darüber hinaus werden alle Lösungen diskutiert und wichtige Zusammenhänge hergestellt. Dieses Kochbuch unterstützt Sie dabei, den Schritt von der Theorie und den Konzepten hinein in die Praxis zu machen. Es liefert das praktische Rüstzeug, das Sie benötigen, um funktionierende Machine-Learning-Anwendungen zu entwickeln. In diesem Kochbuch finden Sie Rezepte für: Vektoren, Matrizen und Arrays den Umgang mit numerischen und kategorischen Daten, Texten, Bildern sowie Datum und Uhrzeit das Reduzieren der Dimensionalität durch Merkmalsextraktion oder Merkmalsauswahl Modellbewertung und -auswahl lineare und logistische Regression, Bäume und Wälder und k-nächste Nachbarn Support Vector Machine (SVM), naive Bayes, Clustering und neuronale Netze das Speichern und Laden von trainierten Modellen


Python Machine Learning

Python Machine Learning PDF Book Details:
Author: Sebastian Raschka
Publisher:
ISBN: 9781783555130
Size: 30.32 MB
Format: PDF, ePub, Docs
Category : COMPUTERS
Languages : en
Pages : 454
View: 145

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Python Machine Learning PDF

Artificial Intelligence With Python by Sebastian Raschka, Python Machine Learning Books available in PDF, EPUB, Mobi Format. Download Python Machine Learning books, Unlock deeper insights into Machine Leaning with this vital guide to cutting-edge predictive analyticsAbout This Book- Leverage Python's most powerful open-source libraries for deep learning, data wrangling, and data visualization- Learn effective strategies and best practices to improve and optimize machine learning systems and algorithms- Ask - and answer - tough questions of your data with robust statistical models, built for a range of datasetsWho This Book Is ForIf you want to find out how to use Python to start answering critical questions of your data, pick up Python Machine Learning - whether you want to get started from scratch or want to extend your data science knowledge, this is an essential and unmissable resource.What You Will Learn- Explore how to use different machine learning models to ask different questions of your data- Learn how to build neural networks using Keras and Theano- Find out how to write clean and elegant Python code that will optimize the strength of your algorithms- Discover how to embed your machine learning model in a web application for increased accessibility- Predict continuous target outcomes using regression analysis- Uncover hidden patterns and structures in data with clustering- Organize data using effective pre-processing techniques- Get to grips with sentiment analysis to delve deeper into textual and social media dataIn DetailMachine learning and predictive analytics are transforming the way businesses and other organizations operate. Being able to understand trends and patterns in complex data is critical to success, becoming one of the key strategies for unlocking growth in a challenging contemporary marketplace. Python can help you deliver key insights into your data - its unique capabilities as a language let you build sophisticated algorithms and statistical models that can reveal new perspectives and answer key questions that are vital for success.Python Machine Learning gives you access to the world of predictive analytics and demonstrates why Python is one of the world's leading data science languages. If you want to ask better questions of data, or need to improve and extend the capabilities of your machine learning systems, this practical data science book is invaluable. Covering a wide range of powerful Python libraries, including scikit-learn, Theano, and Keras, and featuring guidance and tips on everything from sentiment analysis to neural networks, you'll soon be able to answer some of the most important questions facing you and your organization.Style and approachPython Machine Learning connects the fundamental theoretical principles behind machine learning to their practical application in a way that focuses you on asking and answering the right questions. It walks you through the key elements of Python and its powerful machine learning libraries, while demonstrating how to get to grips with a range of statistical models.


Artificial Intelligence With Python Cookbook

Artificial Intelligence with Python Cookbook PDF Book Details:
Author: Ben Auffarth
Publisher: Packt Publishing Ltd
ISBN: 1789137969
Size: 66.17 MB
Format: PDF
Category : Computers
Languages : en
Pages : 468
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Artificial Intelligence With Python Cookbook PDF

Artificial Intelligence With Python by Ben Auffarth, Artificial Intelligence With Python Cookbook Books available in PDF, EPUB, Mobi Format. Download Artificial Intelligence With Python Cookbook books, If you are looking to build next-generation AI solutions for work or even for your pet projects, you’ll find this cookbook useful. With the help of easy-to-follow recipes, this book will take you through the advanced AI and machine learning approaches and algorithms that are required to build smart models for problem-solving.


Artificial Intelligence Python

Artificial Intelligence Python PDF Book Details:
Author: Anthony Williams
Publisher: Createspace Independent Publishing Platform
ISBN: 9781976456695
Size: 41.27 MB
Format: PDF, Docs
Category :
Languages : en
Pages : 84
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Artificial Intelligence Python PDF

Artificial Intelligence With Python by Anthony Williams, Artificial Intelligence Python Books available in PDF, EPUB, Mobi Format. Download Artificial Intelligence Python books, Artificial Intelligence With Python It is more than apparent that artificial intelligence techniques and practices will navigate the changes in the near future and simply shape the world. It is fair to say that AP is leading approach when it comes to the various scientific fields as well as various industries and today, it is almost impossible the world without advancements in the artificial intelligence field. Experts and scientists both agree that artificial intelligence is the field which will most certainly shape our economic future, automotive industry, health care, cybersecurity as well as cybercrime. Over the coming decades, AI will greatly impact every aspect of our lives including our work, careers, education, care for elderly and much more. Eventually, it will alter the world completely, as machines will pursue complex goals independently of their creators. AI tools have become mainstream tools when it comes to the various industries and science fields since these tools greatly reduce costs, increase profits and even save lives. If you understand the basic concept behind different AI techniques and approaches, you will be able to greatly benefit from it in various aspects. In order to maximise the benefits of AI advancements, you have to be ready to embark on different challenges. However, with this book, you will be able to overcome challenges and the reward is a success. What you will learn in this book: Different artificial intelligence approaches and goals How to define AI system Basic AI techniques Reinforcement learning How to build a recommender system Genetic and logic programming And much, much more... Get this book NOW and learn more about Artificial Intelligence With Python!


Python Artificial Intelligence Projects For Beginners

Python Artificial Intelligence Projects for Beginners PDF Book Details:
Author: Dr. Joshua Eckroth
Publisher: Packt Publishing Ltd
ISBN: 1789538246
Size: 13.21 MB
Format: PDF, Mobi
Category : Computers
Languages : en
Pages : 162
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Python Artificial Intelligence Projects For Beginners PDF

Artificial Intelligence With Python by Dr. Joshua Eckroth, Python Artificial Intelligence Projects For Beginners Books available in PDF, EPUB, Mobi Format. Download Python Artificial Intelligence Projects For Beginners books, Build smart applications by implementing real-world artificial intelligence projects Key Features Explore a variety of AI projects with Python Get well-versed with different types of neural networks and popular deep learning algorithms Leverage popular Python deep learning libraries for your AI projects Book Description Artificial Intelligence (AI) is the newest technology that’s being employed among varied businesses, industries, and sectors. Python Artificial Intelligence Projects for Beginners demonstrates AI projects in Python, covering modern techniques that make up the world of Artificial Intelligence. This book begins with helping you to build your first prediction model using the popular Python library, scikit-learn. You will understand how to build a classifier using an effective machine learning technique, random forest, and decision trees. With exciting projects on predicting bird species, analyzing student performance data, song genre identification, and spam detection, you will learn the fundamentals and various algorithms and techniques that foster the development of these smart applications. In the concluding chapters, you will also understand deep learning and neural network mechanisms through these projects with the help of the Keras library. By the end of this book, you will be confident in building your own AI projects with Python and be ready to take on more advanced projects as you progress What you will learn Build a prediction model using decision trees and random forest Use neural networks, decision trees, and random forests for classification Detect YouTube comment spam with a bag-of-words and random forests Identify handwritten mathematical symbols with convolutional neural networks Revise the bird species identifier to use images Learn to detect positive and negative sentiment in user reviews Who this book is for Python Artificial Intelligence Projects for Beginners is for Python developers who want to take their first step into the world of Artificial Intelligence using easy-to-follow projects. Basic working knowledge of Python programming is expected so that you’re able to play around with code


Artificial Intelligence With Python Second Edition

Artificial Intelligence with Python   Second Edition PDF Book Details:
Author: Alberto Artasanchez
Publisher:
ISBN:
Size: 73.46 MB
Format: PDF, Docs
Category :
Languages : en
Pages : 618
View: 1622

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Artificial Intelligence With Python Second Edition PDF

Artificial Intelligence With Python by Alberto Artasanchez, Artificial Intelligence With Python Second Edition Books available in PDF, EPUB, Mobi Format. Download Artificial Intelligence With Python Second Edition books, New edition of the bestselling guide to artificial intelligence with Python, updated to Python 3.x and TensorFlow 2, with seven new chapters that cover RNNs, AI & Big Data, fundamental use cases, chatbots, and more. Key Features Completely updated and revised to Python 3.x and TensorFlow 2 New chapters for AI on the cloud, recurrent neural networks, deep learning models, and feature selection and engineering Learn more about deep learning algorithms, machine learning data pipelines, and chatbots Book Description Artificial Intelligence with Python, Second Edition is an updated and expanded version of the bestselling guide to artificial intelligence using the latest version of Python 3.x and TensorFlow 2. Not only does it provide you an introduction to artificial intelligence, this new edition goes further by giving you the tools you need to explore the amazing world of intelligent apps and create your own applications. This edition also includes seven new chapters on more advanced concepts of Artificial Intelligence, including fundamental use cases of AI; machine learning data pipelines; feature selection and feature engineering; AI on the cloud; the basics of chatbots; RNNs and DL models; and AI and Big Data. Finally, this new edition explores various real-world scenarios and teaches you how to apply relevant AI algorithms to a wide swath of problems, starting with the most basic AI concepts and progressively building from there to solve more difficult challenges so that by the end, you will have gained a solid understanding of, and when best to use, these many artificial intelligence techniques. What you will learn Understand what artificial intelligence, machine learning, and data science are Explore the most common artificial intelligence use cases Learn how to build a machine learning pipeline Assimilate the basics of feature selection and feature engineering Identify the differences between supervised and unsupervised learning Discover the most recent advances and tools offered for AI development in the cloud Develop automatic speech recognition systems and chatbots Apply AI algorithms to time series data Who this book is for The intended audience for this book is Python developers who want to build real-world Artificial Intelligence applications. Basic Python programming experience and awareness of machine learning concepts and techniques is mandatory.


Python Machine Learning By Example Third Edition

Python Machine Learning by Example   Third Edition PDF Book Details:
Author: Yuxi (Hayden) Liu
Publisher:
ISBN: 9781800209718
Size: 39.28 MB
Format: PDF, Kindle
Category : Computers
Languages : en
Pages : 526
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Python Machine Learning By Example Third Edition PDF

Artificial Intelligence With Python by Yuxi (Hayden) Liu, Python Machine Learning By Example Third Edition Books available in PDF, EPUB, Mobi Format. Download Python Machine Learning By Example Third Edition books, Python Machine Learning By Example, Third Edition serves as a comprehensive gateway into the world of machine learning (ML). With six new chapters, on topics including movie recommendation engine development with Naïve Bayes, recognizing faces with support vector machine, predicting stock prices with artificial neural networks, categorizing images of clothing with convolutional neural networks, predicting with sequences using recurring neural networks, and leveraging reinforcement learning for making decisions, the book has been considerably updated for the latest enterprise requirements. At the same time, this book provides actionable insights on the key fundamentals of ML with Python programming. Hayden applies his expertise to demonstrate implementations of algorithms in Python, both from scratch and with libraries. Each chapter walks through an industry-adopted application. With the help of realistic examples, you will gain an understanding of the mechanics of ML techniques in areas such as exploratory data analysis, feature engineering, classification, regression, clustering, and NLP. By the end of this ML Python book, you will have gained a broad picture of the ML ecosystem and will be well-versed in the best practices of applying ML techniques to solve problems.


K Nstliche Intelligenz

K  nstliche Intelligenz PDF Book Details:
Author: Stuart J. Russell
Publisher:
ISBN: 9783827370891
Size: 24.45 MB
Format: PDF, Kindle
Category :
Languages : en
Pages : 1327
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K Nstliche Intelligenz PDF

Artificial Intelligence With Python by Stuart J. Russell, K Nstliche Intelligenz Books available in PDF, EPUB, Mobi Format. Download K Nstliche Intelligenz books,


Practical Machine Learning With Python

Practical Machine Learning with Python PDF Book Details:
Author: Dipanjan Sarkar
Publisher: Apress
ISBN: 9781484232064
Size: 59.10 MB
Format: PDF, ePub, Mobi
Category : Computers
Languages : en
Pages : 530
View: 7517

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Practical Machine Learning With Python PDF

Artificial Intelligence With Python by Dipanjan Sarkar, Practical Machine Learning With Python Books available in PDF, EPUB, Mobi Format. Download Practical Machine Learning With Python books, Master the essential skills needed to recognize and solve complex problems with machine learning and deep learning. Using real-world examples that leverage the popular Python machine learning ecosystem, this book is your perfect companion for learning the art and science of machine learning to become a successful practitioner. The concepts, techniques, tools, frameworks, and methodologies used in this book will teach you how to think, design, build, and execute machine learning systems and projects successfully. Practical Machine Learning with Python follows a structured and comprehensive three-tiered approach packed with hands-on examples and code. Part 1 focuses on understanding machine learning concepts and tools. This includes machine learning basics with a broad overview of algorithms, techniques, concepts and applications, followed by a tour of the entire Python machine learning ecosystem. Brief guides for useful machine learning tools, libraries and frameworks are also covered. Part 2 details standard machine learning pipelines, with an emphasis on data processing analysis, feature engineering, and modeling. You will learn how to process, wrangle, summarize and visualize data in its various forms. Feature engineering and selection methodologies will be covered in detail with real-world datasets followed by model building, tuning, interpretation and deployment. Part 3 explores multiple real-world case studies spanning diverse domains and industries like retail, transportation, movies, music, marketing, computer vision and finance. For each case study, you will learn the application of various machine learning techniques and methods. The hands-on examples will help you become familiar with state-of-the-art machine learning tools and techniques and understand what algorithms are best suited for any problem. Practical Machine Learning with Python will empower you to start solving your own problems with machine learning today! What You'll Learn Execute end-to-end machine learning projects and systems Implement hands-on examples with industry standard, open source, robust machine learning tools and frameworks Review case studies depicting applications of machine learning and deep learning on diverse domains and industries Apply a wide range of machine learning models including regression, classification, and clustering. Understand and apply the latest models and methodologies from deep learning including CNNs, RNNs, LSTMs and transfer learning. Who This Book Is For IT professionals, analysts, developers, data scientists, engineers, graduate students