Applied Machine Learning Solutions with Python Production-ready ML Projects Using Cutting-edge Libraries and Powerful Statistical Techniques English Edition
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Applied Machine Learning Solutions with Python Production-ready ML Projects Using Cutting-edge Libraries and Powerful Statistical Techniques English Edition
A problem-focused guide for tackling industrial machine learning issues with methods and frameworks chosen by experts. The book discusses how to apply machine learning to real-world problems by utilizing real-world data, while covering popular techniques, comprehensive tools, and numerous machine learning libraries.
Applied Machine Learning Solutions with Python Production-ready ML Projects Using Cutting-edge Libraries and Powerful Statistical Techniques English Edition
№ на артикул: 52821289

Applied Machine Learning Solutions with Python Production-ready ML Projects Using Cutting-edge Libraries and Powerful Statistical Techniques English

№ на артикул: 52821289

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A problem-focused guide for tackling industrial machine learning issues with methods and frameworks chosen by experts. The book discusses how to apply machine learning to real-world problems by utilizing real-world data, while covering popular techniques, comprehensive tools, and numerous machine learning libraries.
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What Stands Out

Practical Projects
Offers real-world machine learning projects, ensuring practical application of concepts. This hands-on approach aids learners in developing production-ready solutions, bridging the gap between theory and real-life implementation.
Comprehensive Libraries
Utilizes cutting-edge libraries like TensorFlow and Scikit-learn, providing readers with modern tools for effective model building. This equips learners with the latest techniques and improves their competitive edge in the field.
Statistical Techniques
Incorporates powerful statistical techniques, enhancing understanding of underlying data processes. This foundational knowledge empowers users to make informed decisions and optimize their machine learning models effectively.

Информация за продукта

Find cutting-edge ML libraries & powerful statistical techniques for production-ready solutions. Shop now at Ubuy Bulgaria, a Bulgaria.
  • Addresses industrial machine learning issues with expert-chosen methods and frameworks
  • Covers popular techniques for problem formulation, data collection, and data cleaning
  • Includes useful machine learning tools like MLFlow and Streamlit
  • Features machine learning libraries such as Tensorflow, FastAI, Scikit-Learn, Pandas, and Numpy
  • Discusses real-world machine learning application with data investigation, pipelines, and examples
  • Recommended for beginners in machine learning, software engineers, and students desiring production-ready ML systems
PublisherBPB Publications
Publication dateSeptember 1, 2021
LanguageEnglish
Print length356 pages
ISBN-109391030432
ISBN-13978-9391030438
Item Weight1.36 pounds (620 grams)
Dimensions7.5 x 0.81 x 9.25 inches (19.1 x 2.1 x 23.5 cm)

Who Should Buy?

Suitable For
  • Aspiring Data Scientists

    Ideal for beginners looking to build practical machine learning skills through hands-on projects and guided examples.

  • Intermediate Python Users

    Great for users with Python knowledge who want to expand into machine learning with practical applications.

  • Industry Professionals

    Beneficial for professionals in data-dependent fields who need to implement machine learning solutions effectively.

Not Suitable For
  • Complete Beginners

    Not suitable for those who lack basic programming and machine learning knowledge as it assumes prior experience.

ОПИСАНИЕ НА ПРОДУКТА

Applied Machine Learning Solutions with Python Production-ready ML Projects Using Cutting-edge Libraries and Powerful Statistical Techniques English Edition

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Въпроси на клиенти и отговори

  • въпрос: What is 'Applied Machine Learning Solutions with Python' about?

    отговор: This book serves as a comprehensive guide to implementing machine learning projects using Python. It covers practical applications by leveraging cutting-edge libraries like TensorFlow and scikit-learn. Readers will learn to develop production-ready solutions that address real-world data challenges. This is particularly beneficial for software engineers, data scientists, and even enthusiasts looking to enhance their skills with practical, project-based knowledge.
  • въпрос: Who is the target audience for this book?

    отговор: The book is suited for a range of audiences, including data scientists, software engineers, and machine learning practitioners. It is ideal for individuals who have a basic understanding of Python and wish to dive deeper into applied machine learning. By focusing on practical applications and projects, it caters to both professionals seeking to polish their skills and students aiming for hands-on experience in real-world scenarios.
  • въпрос: What libraries and tools are covered in the book?

    отговор: The book introduces powerful libraries such as TensorFlow, Keras, and scikit-learn, among others. These libraries provide robust frameworks for building machine learning models efficiently. Additionally, readers will explore tools for data preprocessing, model evaluation, and deployment strategies to ensure their projects are not only functional but also production-ready, making the learning process highly applicable.
  • въпрос: Can beginners understand the concepts presented in this book?

    отговор: While the book is tailored for those with a foundational knowledge of Python, it is written in a manner that is accessible to motivated beginners. It gradually introduces complex concepts and solidifies understanding with practical projects. This hands-on approach encourages readers to experiment and apply what they learn, making it a suitable stepping stone for anyone eager to delve into machine learning.
  • въпрос: What types of projects can I expect to find in the book?

    отговор: The book includes a variety of projects that cater to different machine learning applications, such as classification, regression, and clustering tasks. Each project is designed to tackle specific challenges, allowing readers to apply theoretical knowledge to tangible data problems. This project-oriented format not only solidifies learning but also builds a diverse portfolio, showcasing practical skills to potential employers.
  • въпрос: Does the book address model deployment techniques?

    отговор: Yes, one of the key focuses of the book is on deploying machine learning models into production. It discusses best practices for integrating models into applications and how to maintain and update them post-deployment. This is crucial for anyone looking to convert their data science projects into robust, real-world applications that can be utilized by businesses and consumers alike.
  • въпрос: What statistical techniques are highlighted in the book?

    отговор: The book emphasizes various powerful statistical techniques, including regression analysis, hypothesis testing, and Bayesian methods. These techniques are fundamental to understanding the underlying data characteristics and creating models that provide meaningful insights. By integrating these statistical methods with machine learning practices, readers can develop more accurate predictive models that are grounded in sound analysis.
  • въпрос: Is there a digital version of this book available?

    отговор: Yes, the book is often available in both digital and print formats. The digital version can be a convenient option for readers who prefer to access the content through e-readers or tablets. This format also facilitates easy searching and highlighting, enhancing the learning experience as readers can quickly refer back to key concepts and examples during their project work.
  • въпрос: How can I apply the knowledge from this book in my career?

    отговор: Applying the knowledge gained from this book can significantly enhance your career prospects in various technology-driven fields. The practical skills developed through the projects make you more valuable to employers who seek candidates proficient in machine learning and data analysis. This knowledge can lead to roles such as data scientist, machine learning engineer, or business analyst, where you'll drive data-driven decision-making.
  • въпрос: Where can I buy 'Applied Machine Learning Solutions with Python'?

    отговор: You can purchase 'Applied Machine Learning Solutions with Python: Production-ready ML Projects Using Cutting-edge Libraries and Powerful Statistical Techniques' from Ubuy in Bulgaria. Ubuy offers a reliable platform to acquire this informative book, allowing you to explore the cutting-edge insights of applied machine learning effectively.

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Професионалисти

  • Comprehensive coverage of ML techniques
  • Practical, production-ready projects
  • Utilizes cutting-edge libraries
  • Excellent for intermediate learners
  • Hands-on approach enhances understanding

минуси

  • Occasional complex explanations

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Характеристики и предимства

  • Real-world problem solving using machine learning with real-world data
  • Popular techniques, comprehensive tools, numerous ML libraries covered
  • Problem formulation, data collection, data cleaning, model building, fine-tuning, deployment guidelines
  • Use cases for data analytics, computer vision, natural language processing
  • Suitable for beginners in ML, software engineers, and students

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