AWS Certified Machine Learning - Specialty (MLS-C01) Certification Guide - Second Edition: The ultimate guide to passing the MLS-C01 exam on your firs

Prepare confidently for the AWS MLS-C01 certification with this comprehensive and up-to-date exam guide, accompanied by web-based tools such as mock exams, flashcards, and hands-on activities

Key Features:

• Gain proficiency in AWS machine learning services to excel in the MLS-C01 exam
• Build model training and inference pipelines and deploy machine learning models to the AWS cloud
• Practice on the go with the mobile-friendly bonus website, accessible with the book
• Purchase of the print or Kindle book includes a free PDF eBook

Book Description:

The AWS Certified Machine Learning Specialty (MLS-C01) exam evaluates your ability to execute machine learning tasks on AWS infrastructure. This comprehensive book aligns with the latest exam syllabus, offering practical examples to support your real-world machine learning projects on AWS. Additionally, you'll get lifetime access to supplementary online resources, including mock exams with exam-like timers, detailed solutions, interactive flashcards, and invaluable exam tips, all accessible across various devices-PCs, tablets, and smartphones.

Throughout the book, you'll learn data preparation techniques for machine learning, covering diverse methods for data manipulation and transformation across different variable types. Addressing challenges such as missing data and outliers, the book guides you through an array of machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, text mining, and image processing, accompanied by requisite machine learning algorithms essential for exam success. The book helps you master the deployment of models in production environments and their subsequent monitoring.

Equipped with insights from this book and the accompanying mock exams, you'll be fully prepared to achieve the AWS MLS-C01 certification.

What You Will Learn:

• Identify ML frameworks for specific tasks
• Apply CRISP-DM to build ML pipelines
• Combine AWS services to build AI/ML solutions
• Apply various techniques to transform your data, such as one-hot encoding, binary encoder, ordinal encoding, binning, and text transformations
• Visualize relationships, comparisons, compositions, and distributions in the data
• Use data preparation techniques and AWS services for batch and real-time data processing
• Create training and inference ML pipelines with Sage Maker
• Deploy ML models in a production environment efficiently

Who this book is for:

This book is designed for both students and professionals preparing for the AWS Certified Machine Learning Specialty exam or enhance their understanding of machine learning, with a specific emphasis on AWS. Familiarity with machine learning basics and AWS services is recommended to fully benefit from this book.

以自信的姿態準備 AWS MLS-C01 認證考試，這本全面且最新的考試指南將附帶網絡工具，如模擬考試、閃卡和實踐活動。

主要特點：
- 熟練掌握 AWS 機器學習服務，以在 MLS-C01 考試中表現出色
- 構建模型訓練和推斷流程，並將機器學習模型部署到 AWS 云端
- 透過手機友好的獎勵網站，在任何地方進行練習，該網站可與書籍一同使用
- 購買印刷版或 Kindle 版本的書籍將包含免費的 PDF 電子書

書籍描述：
AWS 認證機器學習專業 (MLS-C01) 考試評估您在 AWS 基礎架構上執行機器學習任務的能力。這本全面的書籍與最新的考試大綱相符，提供實際示例，支持您在 AWS 上進行真實世界的機器學習項目。此外，您還將獲得終身訪問補充的在線資源，包括模擬考試與考試類似的計時器、詳細解答、互動閃卡和寶貴的考試提示，可在各種設備上訪問，包括個人電腦、平板電腦和智能手機。

在整本書中，您將學習機器學習的數據準備技術，涵蓋不同變量類型的數據操作和轉換的多種方法。書籍解決了缺失數據和異常值等挑戰，引導您完成一系列機器學習任務，包括分類、回歸、聚類、預測、異常檢測、文本挖掘和圖像處理，並附帶考試成功所必需的機器學習算法。本書幫助您掌握在生產環境中部署模型及其後續監控。

憑藉本書和相應的模擬考試的洞察力，您將完全準備好獲得 AWS MLS-C01 認證。

您將學到什麼：
- 為特定任務識別機器學習框架
- 應用 CRISP-DM 構建機器學習流程
- 結合 AWS 服務構建 AI/ML 解決方案
- 應用各種技術轉換您的數據，如獨熱編碼、二進制編碼器、序數編碼、分箱和文本轉換
- 在數據中可視化關係、比較、組成和分佈
- 使用數據準備技術和 AWS 服務進行批處理和實時數據處理
- 使用 Sage Maker 創建訓練和推斷機器學習流程
- 高效地在生產環境中部署機器學習模型

本書適合對 AWS Certified Machine Learning Specialty 考試準備或增強對機器學習的理解的學生和專業人士，特別強調 AWS。建議對機器學習基礎知識和 AWS 服務有一定了解，以充分受益於本書。