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Mastering Distributed Tracing: Analyzing performance in microservices and complex systems Understand how to apply distributed tracing to microservices-based architectures Key Features A thorough conceptual introduction to distributed tracing An exploration of the most important open standards in the space A how-to guide for code instrumentation and operating a tracing infrastructure

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The Machine Learning Pipeline 10 Data 11 Tasks 11 Models 12 Features 13 2. Basic Feature Engineering for Text Data: Flatten and Filter. . . . . . . . . . . . . . . . . . . . . . . 15 Turning Natural Text into Flat Vectors 15 Bag-of-words 16 Implementing bag-of-words: parsing and tokenization 20 Bag-of-N-Grams 21 Collocation Extraction for Phrase Detection 23 Quick summary 26 Filtering for Cleaner Features 26 Stopwords 26 Frequency-based filtering 27 Stemming 30 Summary 31 3. The Effects of Feature Scaling: From Bag-of-Words to Tf-Idf. . . . . . . . . . . . . . . . . . . . . . . 33 Tf-Idf : A Simple Twist on Bag-of-Words 33 Feature Scaling 35 Min-max scaling 35 Standardization (variance scaling) 36 L2 normalization 37 iii www.it-ebooks.info Putting it to the Test 38 Creating a classification dataset 39 Implementing tf-idf and feature scaling 40 First try: plain logistic regression 42 Second try: logistic regression with regularization 43 Discussion of results 46 Deep Dive: What is Happening? 47

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Mastering AutoCAD 2018 and AutoCAD LT 2018 by George Omura English | 10 Apr. 2017 | ASIN: B06Y6JZ8M4 | 1080 Pages | AZW3 | 60.76 MB 30th Anniversary of the bestselling AutoCAD reference - fully updated for the 2018 release Mastering AutoCAD 2018 and AutoCAD LT 2018 is the complete tutorial and reference every design and drafting professional needs. Step-by-step instructions coupled with concise explanation walk you through everything you need to know about the latest AutoCAD tools and techniques; read through from beginning to end for complete training, or dip in as needed to for quick reference—it's all here. Hands-on projects teach you practical skills that apply directly to real-world projects, and the companion website features the accompanying project files and other bonus content to help you master every crucial technique. This new edition has been updated to include the latest AutoCAD and AutoCAD LT capabilities, so your skills will transfer directly to real-world projects. With expert guidance and a practical focus, this complete reference is your ultimate resource for mastering this powerful software. AutoCAD is a critical skill in the design fields; whether you're preparing for a certification exam, or just want to become more productive with the software, this book will help you: Master the basic drafting tools that you'll use in every project Work with hatches, fields, tables, attributes, dynamic blocks, and other intermediate tools Turn your 2D drawing into a 3D model with advanced modeling and imaging techniques Customize AutoCAD to fit the way you work, integrate outside data, and much more If you're new to AutoCAD, this book will be your "bible;" if you're an experienced user, this book will introduce you to unfamiliar tools and techniques, and show you tips and tricks that streamline your workflow.