“…You'll then use neural networks to extract sophisticated vector representations of words, before going on to cover various types of recurrent networks, such as LSTM and GRU. …”

“…The book concludes by showing you how to virtualize your data access with Polybase to Oracle, MongoDB, Hadoop, and Azure, allowing you to reduce the need for expensive extract, transform, and load (ETL) applications. You will then learn how to take your knowledge of containers, Kubernetes, and Polybase to build a comprehensive solution called Big Data Clusters, which is a marquee feature of 2019. …”

“…This Learning Path includes content from the following Packt books: SQL Server 2017 Developer's Guide by Milos Radivojevic, Dejan Sarka, et. al SQL Server 2017 Integration Services Cookbook by Christian Cote, Dejan Sarka, et. al What you will learn Use columnstore indexes to make storage and performance improvements Extend database design solutions using temporal tables Exchange JSON data between applications and SQL Server Migrate historical data to Microsoft Azure by using Stretch Database Design the architecture of a modern Extract, Transform, and Load (ETL) solution Implement ETL solutions using Integration Services for both on-premise and Azure data Who this book is for This Learning Path is for database developers and solution architects looking to develop ETL solutions with SSIS, and explore the new features in SSIS 2017. …”

“…You'll also learn how to store data in graph databases and extract valuable insights from it. As you become well-versed with the techniques, you'll discover graph machine learning in order to address simple to complex challenges using Neo4j. …”

“…If you want to learn how to query and manipulate SQL data for database administration tasks or simply extract and organize relevant data for analysis, you'll find this book useful. …”

“…You’ll then write Python code to detect faces from a given image and extract the faces as separate images. Next, you’ll focus on face detection by streaming a real-time video from the webcam. …”

“…What you will learn Define a problem that can be solved by training a machine learning model Obtain, verify and clean data before transforming it into the correct format for use Perform exploratory analysis and extract features from data Build models for neural net, linear and non-linear regression, classification, and clustering Evaluate the performance of a model with the right metrics Implement a classification problem using the neural net package Employ a decision tree using the random forest library Who this book is for If you are a data analyst, data scientist, or a business analyst who wants to understand the process of machine learni..…”

“…What you will learn Generate real-time visual effects using filters and image manipulation techniques such as dodging and burning Recognize hand gestures in real-time and perform hand-shape analysis based on the output of a Microsoft Kinect sensor Learn feature extraction and feature matching to track arbitrary objects of interest Reconstruct a 3D real-world scene using 2D camera motion and camera reprojection techniques Detect faces using a cascade classifier and identify emotions in human faces using multilayer perceptrons Classify, localize, and detect objects with deep neural networks Who this book is for This book is for inter..…”

“…In this book, you learn easy and accurate methods for entering data plus how to: Organize, format, filter, and consolidate your data in almost any way imaginable Use built-in functions and customize your own functions Create amazing visualizations of your data Extract just the information you want from imported data, and manipulate and format the data in the way you want Export your results to other programs or share with others in the cloud Audit, validate, and protect your data This book delivers essential how-to and reference information to users new to Excel, those who want to continue building their Excel skills, or anyone who wants to get up to date on the latest changes and features in Excel 2016. …”

“…This book will also appeal to anyone who wants to understand their data to extract meaningful insights with the help of practical examples...…”

“…This lesson demonstrates how to use PowerShell to extract data from a number of different sources including the Active Directory, the Windows operating system, event logs, CSV files, SQL Server, and remote servers. …”

“…Learn how to prepare for a negotiation within one hour... negotiate with people you hate (or love)... clearly identify your "best alternative" if a deal isn't possible... use reason, respect, and reciprocity to extract a deal's maximum potential value, create win-win solutions, and establish enduring relationships. …”

“…Learn how to tap into it and extract its maximum value with Five Keys to Powerful Business Relationships…”

“…What you will learn Design graph data models and master schema design best practices Work with the NetworkX and igraph frameworks in Python Store, query, ingest, and refactor graph data Store your graphs in memory with Neo4j Build and work with projections and put them into practice Refactor schemas and learn tactics for managing an evolved graph data model Who this book is for If you are a data analyst or database developer interested in learning graph databases and how to curate and extract data from them, this is the book for you. …”

“…What you will learn Understand the importance of dashboards in today's business analytics environment Delve into the various essential formulae in Excel Utilize Power Query to shape and transform data to extract insights easily Explore the power of the new dynamic array functions in M365 Employ PivotTable and Power Pivot to automate your dashboards Master the setup and optimization of your dashboard canvas Discover best practices for visualization, charts, and effective dashboard creation Consolidate your knowledge through a hands-on concluding project Who this book is for This book is for Microsoft Excel users, especially those tasked with creating dynamic reports and dashboards that require data and help support to decision-makers within an organization with visually engaging and actionable insights. …”

“…Dramatically accelerate the building process of complex models using PyTorch to extract the best performance from any computing environment Key Features Reduce the model-building time by applying optimization techniques and approaches Harness the computing power of multiple devices and machines to boost the training process Focus on model quality by quickly evaluating different model configurations Purchase of the print or Kindle book includes a free PDF eBook Book Description Penned by an expert in High-Performance Computing (HPC) with over 25 years of experience, this book is your guide to enhancing the performance of model training using PyTorch, one of the most widely adopted machine learning frameworks. …”

“…What you will learn Get to grips with the nature and characteristics of Kubernetes anti-patterns Find out how to achieve stable Kubernetes deployments Extract insights from real-world use cases for informed decision-making Cultivate a proactive mindset for anticipating and preventing potential problems Optimize Kubernetes deployments for improved efficiency and performance Discover actionable strategies for continuous improvement in your Kubernetes workflow Who this book is for Kubernetes Anti-Patterns is for anyone who is actively working with or planning to work with Kubernetes in their professional roles. …”

“…What you will learn Discover techniques for collecting data from diverse sources Visualize data and create dashboards using Kibana to extract business insights Explore machine learning, vector search, and AI capabilities of Elastic Stack Handle data transformation and data formatting Build search solutions from the ingested data Leverage data science tools for in-depth data exploration Monitor and manage your system with Elastic Stack Who this book is for This book is for Elastic Stack users, developers, observability practitioners, and data professionals ranging from beginner to expert level. …”

“…It will include the following learning objectives: Work with logic in Python, assigning variables and using different data structures Create functions and classes of different types Write, run, and debug tests using Pytest to validate your work Manipulate data with Pandas Create and modify NumPy arrays Index This course is divided into content for 4 weeks, with 3 lessons per week: Week 1: Introduction to Python Reference GitHub Repository Working with variables and types Introduction to Python data structures Adding and extracting data from data structures Week 2: Python functions and Classes Reference GitHub Repository Working with functions Building classes and using methods Modules and advanced usage Week 3: Testing in Python Reference GitHub Repository Introduction to testing Writing useful tests Test failures Week 4: Introduction to Pandas and Numpy Reference GitHub Repository Basic Pandas usage Working with datasets Introduction to NumPy Resources Week 1 GitHub repository: Introduction to Python Week 2 GitHub repository: Python Functions and Classes Week 3 GitHub repository: Testing In Python Week 4 GitHub repository: Introduction to Pandas and Numpy Python dictionaries Learn Module Testing In Python book Minimal Python book Python for Beginners Learn Path Practical MLOps book…”