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SKU/Artículo: AMZ-B0CC7BXKYL

Breaking the Code: Machine Learning Design Patterns for Optimal Solutions: Mastering Machine Learning Design Patterns for Optimal Solutions in Data Science, AI, and Predictive Analytics

Format:

Paperback

Kindle

Paperback

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En stock

Peso con empaque:
0.48 kg

Devolución:
Sí

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Nuevo

Producto de:
Amazon

Viaja desde
USA

Sobre este producto

Breaking the Code: Machine Learning Design Patterns for Optimal Solutions is a comprehensive guide that unveils the secrets of building powerful and efficient machine learning models. With this book, you will gain a deep understanding of machine learning design patterns and learn how to apply them to solve complex problems in data science, artificial intelligence, and predictive analytics.In the introductory chapters, explore the machine learning landscape and understand the significance of design patterns in machine learning. Get an overview of optimal solutions in machine learning design patterns, setting the stage for your journey into the world of efficient and effective machine learning.The book delves into the crucial aspects of data preparation and feature engineering. Learn how to clean and preprocess data using proven patterns. Discover techniques for feature transformation and selection to ensure your models are built on the most relevant and informative features. Handle missing data and outliers confidently with advanced methods.Next, dive into the world of model selection and evaluation. Explore algorithm selection and tuning patterns to choose the most suitable algorithms for your specific problem. Master cross-validation and evaluation metrics to effectively assess and compare models.In the section on model building and optimization, explore model architecture and construction patterns to design robust and efficient models. Harness the power of ensemble methods and stacking patterns to boost predictive accuracy. Fine-tune your models for superior performance with hyperparameter tuning and optimization techniques.Once your models are ready, learn how to deploy and manage them effectively. Serialize and deserialize models using proven patterns. Develop RESTful APIs for seamless model deployment. Scale your models with ease using cloud services, ensuring reliable and scalable model deployment.In the realm of model monitoring and maintenance, discover performance monitoring and alerting patterns to ensure your models perform at their best. Learn about incremental learning and model updating to adapt to evolving data. Implement A/B testing and model versioning to continuously improve and iterate on your models.Data pipelines and ETL patterns are essential for efficient data processing. Explore data ingestion and extraction patterns to ensure seamless integration of data into your machine learning pipeline. Learn data transformation and aggregation patterns for effective data processing. Validate and ensure data quality with proven techniques.Scaling machine learning with distributed computing is crucial in today's data-driven world. Discover parallel and distributed model training patterns for efficient processing of large datasets. Leverage cloud computing to scale your machine learning workflows and achieve optimal performance.Lastly, the book addresses the ethical considerations in machine learning, emphasizing the importance of fairness, bias mitigation, and responsible AI practices.Throughout the book, you will find clear explanations, code snippets, and real-world examples that demonstrate the practical application of each design pattern. This hands-on approach ensures a comprehensive and practical learning experience.Breaking the Code: Machine Learning Design Patterns for Optimal Solutions equips you with the knowledge and tools necessary to tackle complex machine learning challenges. Whether you are a data scientist, AI practitioner, or aspiring machine learning enthusiast, this book is your ultimate guide to mastering machine learning design patterns and breaking the code to achieve optimal solutions in the world of data science, artificial intelligence, and predictive analytics. Let the journey begin!

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U$S 19,78

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U$S 8,99

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