“…By the end of this book, you will have grasped how to build your own Markov and hidden Markov models on complex datasets in order to apply them to projects.What you will learnExplore a balance of both theoretical and practical aspects of HMMImplement HMMs using different datasets in Python using different packagesUnderstand multiple inference algorithms and how to select the right algorithm to resolve your problemsDevelop a Bayesian approach to inference in HMMsImplement HMMs in finance, natural language processing (NLP), and image processingDetermine the most likely sequence of hidden states in an HMM using the Viterbi algorithmWho this book is forHands-On Markov Models with Python is for you if you are a data analyst, data scientist, or machine learning developer and want to enhance your machine learning knowledge and skills. …”

“…Throughout the book, you'll work on a variety of amazing projects, such as building your own R2D2, a fictional character from Star Wars, that will pique your curiosity to learn robotics and help you explore the full potential of the LEGO BOOST kit. …”

“…By the end of this Azure book, you'll be able to use Azure Databricks to streamline different processes involved in building data-driven apps.What you will learnRead and write data from and to various Azure resources and file formatsBuild a modern data warehouse with Delta Tables and Azure Synapse AnalyticsExplore jobs, stages, and tasks and see how Spark lazy evaluation worksHandle concurrent transactions and learn performance optimization in Delta tablesLearn Databricks SQL and create real-time dashboards in Databricks SQLIntegrate Azure DevOps for version control, deploying, and productionizing solutions with CI/CD pipelinesDiscover how to use RBAC and ACLs to restrict data accessBuild end-to-end data processing pipeline for near real-time data analyticsWho this book is forThis recipe-based book is for data scientists, data engineers, big data professionals, and machine learning engineers who want to perform data analytics on their applications. …”

“…Leading security expert Omar Santos shares preparation hints and test-taking tips, helping you identify areas of weakness and improve both your conceptual knowledge and hands-on skills. …”

“…This work has no connection to Red Hat, Inc. and is not endorsed or supported by Red Hat, Inc.What You Will Learn:Deploy RHEL 8 in different footprints, from bare metal and virtualized to the cloudManage users and software on local and remote systems at scaleDiscover how to secure a system with SELinux, OpenSCAP, and firewalldGain an overview of storage components with LVM, Stratis, and VDOMaster remote administration with passwordless SSH and tunnelsMonitor your systems for resource usage and take actions to fix issuesUnderstand the boot process, performance optimizations, and containersWho this book is for:This book is for IT professionals or students who want to start a career in Linux administration and anyone who wants to take the RHCSA 8 certification exam. …”

“…By the end of this Rust book, you'll be able to develop safe and high-performant applications with better concurrency support. What you will learn Explore the quirks of the Rust programming language that a Python developer needs to understand to code in Rust Understand the trade-offs for multiprocessing and thread safety to write concurrent code Build and manage a software project with cargo and crates Fuse Rust code with Python so that Python can import and run Rust code Deploy a Python Flask application in Docker that utilizes a private Rust pip module Inspect and create your own Python objects in Rust Who this book is for This book is for Python developers who want to speed up their Python code with Rust and implement Rust in a Python system without altering the entire system. …”

Tabla de Contenidos: “…Table of Contents Machine Learning and Machine Learning Solutions Architecture Business Use Cases for Machine Learning Machine Learning Algorithms Data Management for Machine Learning Open Source Machine Learning Libraries Kubernetes Container Orchestration Infrastructure Management Open Source Machine Learning Platforms Building a Data Science Environment Using AWS ML Services Building an Enterprise ML Architecture with AWS ML Services Advanced ML Engineering ML Governance, Bias, Explainability, and Privacy Building ML Solutions with AWS AI Services…”

Tabla de Contenidos: “…Table of Contents What Is DataRobot and Why You Need It Machine Learning Basics Understanding and Defining Business Problems Preparing Data for DataRobot Exploratory Data Analysis with DataRobot Model Building with DataRobot Model Understanding and Explainability Model Scoring and Deployment Forecasting and Time Series Modeling Recommender Systems Working with Geospatial Data, NLP, and Image Processing DataRobot Python API Model Governance and MLOps Conclusion…”

“…Finally, you will discover how to deploy an entire GitOps platform to Kubernetes using continuous integration and continuous delivery (CI/CD). What you will learn Create a multinode Kubernetes cluster using KinD Implement Ingress, MetalLB, ExternalDNS, and the new sandbox project, K8GBConfigure a cluster OIDC and impersonation Deploy a monolithic application in Istio service mesh Map enterprise authorization to Kubernetes Secure clusters using OPA and GateKeeper Enhance auditing using Falco and ECK Back up your workload for disaster recovery and cluster migration Deploy to a GitOps platform using Tekton, GitLab, and ArgoCD Who this book is for This book is for anyone interested in DevOps, containerization, and going beyond basic Kubernetes cluster deployments. …”

Tabla de Contenidos: “…Table of Contents Preparing Your Development Environment Setting Up GraphQL with Express.js Connecting to the Database Hooking Apollo into React Reusable React Components and React Hooks Authentication with Apollo and React Handling Image Uploads Routing in React Implementing Server-Side Rendering Real-Time Subscriptions Writing Tests for React and Node.js Continuous Deployment with CircleCI and AWS…”

“…This book helps you get to grips with three AWS AI/ML-managed services to enable you to deliver your desired business outcomes. …”

“…PyTorch is the Pythonic way to learn machine learning, making it easier to learn and simpler to code with. …”

“…The book is organized regionally (covering western, eastern, central, and southern Africa) and it contains specialized articles focused on particular topics (such as modern pollen-vegetation relationships and fire as a driver of vegetation change), as well as regional and pan-African syntheses drawing together decades of research to assess key scientific questions (including the role of climate in driving vegetation change and the role of vegetation change in human evolution). …”

“…He believes in helping find ways to make people's lives easier by leveraging cutting-edge technology and developing, automating, and deploying more efficient and user-friendly software solutions. …”

“…You will explore everything about branches, merging, and three-way mergers in action and learn to perform rebase in VS code. …”

“…This book recommends a simple pattern-based approach to architecting, designing and implementing security for workloads deployed on AWS, Microsoft Azure, Google Cloud, and IBM Cloud.The book discusses enterprise modernization trends and related security opportunities and challenges. …”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright -- Dedication -- Contributors -- Table of Contents -- Preface -- Part 1: Core Data Concepts -- Chapter 1: Understanding the Core Data Terminologies -- Understanding the core data concepts -- What is data? -- How is data stored in a modern cloud environment? …”

“…In addition to SASE, you'll gain insight into SD-WAN design, DevOps, zero trust, and next-generation technical education methods. …”

“…You'll need to know your way around .NET and C# quite well before you can dive in, so if you want to work your way up to this book, pick up Mark's other .NET book, C# 11 and .NET 7 - Modern Cross-Platform Development Fundamentals, first…”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright Page -- Contents -- Preface Winter Is Coming -- Part I Mind Your Mindset -- Chapter 1 Rise and Survive -- Chapter 2 Put Your Swimsuit On -- Chapter 3 Be Right Now -- Chapter 4 The Only Three Things You Control -- Chapter 5 Stop Wishing Things Were Easier -- Start Making Yourself Better -- Chapter 6 Be Grateful for Adversity -- Chapter 7 Dig for Ponies -- Chapter 8 You Cannot Afford the Luxury of a Negative Thought -- Chapter 9 The Trouble with Doom Scrolling -- Chapter 10 Don't Get into Buckets with Crabs -- Chapter 11 Invest in Yourself -- Chapter 12 Set NEW Goals -- Chapter 13 This Ain't Easy Street -- Part II The Pipe Is Life -- Chapter 14 Talk with People -- Chapter 15 Become a Relentless, Fanatical Prospector -- Chapter 16 Be the Squirrel -- Chapter 17 Persistence Always Finds a Way to Win -- Chapter 18 Go Where the Money Is -- Chapter 19 Seven Steps to Building Effective Prospecting Sequences -- Targeted Lists -- Communication Channels -- Cadence -- Touches -- Duration -- Pace -- Messaging -- Chapter 20 Message Matters -- Chapter 21 When You Hit the Wall of Rejection, Keep Going -- Chapter 22 All Prospecting Objections Can Be Anticipated -- Chapter 23 Do a Little Bit of Prospecting, Every Day -- Chapter 24 One More Call -- Part III Time Discipline -- Chapter 25 Protect the Golden Hours -- Chapter 26 Work Harder, Longer, and Smarter -- Chapter 27 Own It! …”