Author: Geertjan Wielenga
Publisher: Packt Publishing Ltd
ISBN: 1789130301
Category : Computers
Languages : en
Pages : 783
Book Description
A collection of in-depth conversations with leading developer advocates that reveal the world of developer relations today Key FeaturesTop developer advocates reveal the work they’re doing at the center of their tech communities and the impact their advocacy is having on the tech industry as a wholeDiscover the best practices of developer advocacy and get the inside story on working at some of the world’s largest tech companiesFeatures contributions from noted developer advocates, including Scott Hanselman, Sally Eaves, Venkat Subramaniam, Jono Bacon, Ted Neward, and moreBook Description What exactly is a developer advocate, and how do they connect developers and companies around the world? Why is the area of developer relations set to explode? Can anybody with a passion for tech become a developer advocate? What are the keys to success on a global scale? How does a developer advocate maintain authenticity when balancing the needs of their company and their tech community? What are the hot topics in areas including Java, JavaScript, "tech for good," artificial intelligence, blockchain, the cloud, and open source? These are just a few of the questions addressed by developer advocate and author Geertjan Wielenga in Developer, Advocate!. 32 of the industry's most prominent developer advocates, from companies including Oracle, Microsoft, Google, and Amazon, open up about what it's like to turn a lifelong passion for knowledge sharing about tech into a rewarding career. These advocates run the gamut from working at large software vendors to small start-ups, along with independent developer advocates who work within organizations or for themselves. In Developer, Advocate!, readers will see how developer advocates are actively changing the world, not only for developers, but for individuals and companies navigating the fast-changing tech landscape. More importantly, Developer, Advocate! serves as a rallying cry to inspire and motivate tech enthusiasts and burgeoning developer advocates to get started and take their first steps within their tech community. What you will learnDiscover how developer advocates are putting developer interests at the heart of the software industry in companies including Microsoft and GoogleGain the confidence to use your voice in the tech communityImmerse yourself in developer advocacy techniquesUnderstand and overcome the challenges and obstacles facing developer advocates todayHear predictions from the people at the cutting edge of techExplore your career options in developer advocacyWho this book is for Anybody interested in developer advocacy, the impact it is having, and how to build developer advocacy capabilities
Developer, Advocate!
Author: Geertjan Wielenga
Publisher: Packt Publishing Ltd
ISBN: 1789130301
Category : Computers
Languages : en
Pages : 783
Book Description
A collection of in-depth conversations with leading developer advocates that reveal the world of developer relations today Key FeaturesTop developer advocates reveal the work they’re doing at the center of their tech communities and the impact their advocacy is having on the tech industry as a wholeDiscover the best practices of developer advocacy and get the inside story on working at some of the world’s largest tech companiesFeatures contributions from noted developer advocates, including Scott Hanselman, Sally Eaves, Venkat Subramaniam, Jono Bacon, Ted Neward, and moreBook Description What exactly is a developer advocate, and how do they connect developers and companies around the world? Why is the area of developer relations set to explode? Can anybody with a passion for tech become a developer advocate? What are the keys to success on a global scale? How does a developer advocate maintain authenticity when balancing the needs of their company and their tech community? What are the hot topics in areas including Java, JavaScript, "tech for good," artificial intelligence, blockchain, the cloud, and open source? These are just a few of the questions addressed by developer advocate and author Geertjan Wielenga in Developer, Advocate!. 32 of the industry's most prominent developer advocates, from companies including Oracle, Microsoft, Google, and Amazon, open up about what it's like to turn a lifelong passion for knowledge sharing about tech into a rewarding career. These advocates run the gamut from working at large software vendors to small start-ups, along with independent developer advocates who work within organizations or for themselves. In Developer, Advocate!, readers will see how developer advocates are actively changing the world, not only for developers, but for individuals and companies navigating the fast-changing tech landscape. More importantly, Developer, Advocate! serves as a rallying cry to inspire and motivate tech enthusiasts and burgeoning developer advocates to get started and take their first steps within their tech community. What you will learnDiscover how developer advocates are putting developer interests at the heart of the software industry in companies including Microsoft and GoogleGain the confidence to use your voice in the tech communityImmerse yourself in developer advocacy techniquesUnderstand and overcome the challenges and obstacles facing developer advocates todayHear predictions from the people at the cutting edge of techExplore your career options in developer advocacyWho this book is for Anybody interested in developer advocacy, the impact it is having, and how to build developer advocacy capabilities
Publisher: Packt Publishing Ltd
ISBN: 1789130301
Category : Computers
Languages : en
Pages : 783
Book Description
A collection of in-depth conversations with leading developer advocates that reveal the world of developer relations today Key FeaturesTop developer advocates reveal the work they’re doing at the center of their tech communities and the impact their advocacy is having on the tech industry as a wholeDiscover the best practices of developer advocacy and get the inside story on working at some of the world’s largest tech companiesFeatures contributions from noted developer advocates, including Scott Hanselman, Sally Eaves, Venkat Subramaniam, Jono Bacon, Ted Neward, and moreBook Description What exactly is a developer advocate, and how do they connect developers and companies around the world? Why is the area of developer relations set to explode? Can anybody with a passion for tech become a developer advocate? What are the keys to success on a global scale? How does a developer advocate maintain authenticity when balancing the needs of their company and their tech community? What are the hot topics in areas including Java, JavaScript, "tech for good," artificial intelligence, blockchain, the cloud, and open source? These are just a few of the questions addressed by developer advocate and author Geertjan Wielenga in Developer, Advocate!. 32 of the industry's most prominent developer advocates, from companies including Oracle, Microsoft, Google, and Amazon, open up about what it's like to turn a lifelong passion for knowledge sharing about tech into a rewarding career. These advocates run the gamut from working at large software vendors to small start-ups, along with independent developer advocates who work within organizations or for themselves. In Developer, Advocate!, readers will see how developer advocates are actively changing the world, not only for developers, but for individuals and companies navigating the fast-changing tech landscape. More importantly, Developer, Advocate! serves as a rallying cry to inspire and motivate tech enthusiasts and burgeoning developer advocates to get started and take their first steps within their tech community. What you will learnDiscover how developer advocates are putting developer interests at the heart of the software industry in companies including Microsoft and GoogleGain the confidence to use your voice in the tech communityImmerse yourself in developer advocacy techniquesUnderstand and overcome the challenges and obstacles facing developer advocates todayHear predictions from the people at the cutting edge of techExplore your career options in developer advocacyWho this book is for Anybody interested in developer advocacy, the impact it is having, and how to build developer advocacy capabilities
Developer Relations
Author: Caroline Lewko
Publisher: Apress
ISBN: 9781484271636
Category : Business & Economics
Languages : en
Pages : 306
Book Description
Increasingly, business leaders are either looking to start a new developer program at their company or looking to increase the impact of their existing DevRel program. In this context, software developers are finally recognized as legitimate decision makers in the technology buying process, regardless of the size of their organization. New companies are appearing with the sole purpose of making tools for developers, and even companies whose primary focus was elsewhere are waking up to the developer opportunity. Even as the need and demand for DevRel has grown, there are still re-occurring challenges for DevRel leaders. It is these challenges that this book addresses, covering all aspects of a DevRel program. It is an essential reference to professionalize the practice of developer relations by providing you with strategic, repeatable, and adoptable frameworks, processes, and tools, including developer segmentation and personas, and developer experience frameworks. In Developer Relations, you’ll find the answers to the following questions: How do we convince stakeholders to support a program? How do we go about creating a program? How do we make developers aware of our offer? How do we stand out from the crowd? How do we get developers to use our products? How do we ensure developers are successful using our products? How do we measure success? How do we maintain the support of our stakeholders? After reading this book you’ll have a clear definition of what developer relations is, the type of companies that engage in DevRel, and the scope and business models involved. What You Will Learn Discover what developer relations is and how it contributes to a company’s success Launch a DevRel program Operate a successful program Measure the success of your program Manage stakeholders Who This Book Is For Those interested in starting a new developer program or looking to increase the impact of their existing one. From executives to investors, from marketing professionals to engineers, all will find this book useful to realize the impact of developer relations.
Publisher: Apress
ISBN: 9781484271636
Category : Business & Economics
Languages : en
Pages : 306
Book Description
Increasingly, business leaders are either looking to start a new developer program at their company or looking to increase the impact of their existing DevRel program. In this context, software developers are finally recognized as legitimate decision makers in the technology buying process, regardless of the size of their organization. New companies are appearing with the sole purpose of making tools for developers, and even companies whose primary focus was elsewhere are waking up to the developer opportunity. Even as the need and demand for DevRel has grown, there are still re-occurring challenges for DevRel leaders. It is these challenges that this book addresses, covering all aspects of a DevRel program. It is an essential reference to professionalize the practice of developer relations by providing you with strategic, repeatable, and adoptable frameworks, processes, and tools, including developer segmentation and personas, and developer experience frameworks. In Developer Relations, you’ll find the answers to the following questions: How do we convince stakeholders to support a program? How do we go about creating a program? How do we make developers aware of our offer? How do we stand out from the crowd? How do we get developers to use our products? How do we ensure developers are successful using our products? How do we measure success? How do we maintain the support of our stakeholders? After reading this book you’ll have a clear definition of what developer relations is, the type of companies that engage in DevRel, and the scope and business models involved. What You Will Learn Discover what developer relations is and how it contributes to a company’s success Launch a DevRel program Operate a successful program Measure the success of your program Manage stakeholders Who This Book Is For Those interested in starting a new developer program or looking to increase the impact of their existing one. From executives to investors, from marketing professionals to engineers, all will find this book useful to realize the impact of developer relations.
Cloud Native Java
Author: Josh Long
Publisher: "O'Reilly Media, Inc."
ISBN: 1449374611
Category : Computers
Languages : en
Pages : 643
Book Description
What separates the traditional enterprise from the likes of Amazon, Netflix, and Etsy? Those companies have refined the art of cloud native development to maintain their competitive edge and stay well ahead of the competition. This practical guide shows Java/JVM developers how to build better software, faster, using Spring Boot, Spring Cloud, and Cloud Foundry. Many organizations have already waded into cloud computing, test-driven development, microservices, and continuous integration and delivery. Authors Josh Long and Kenny Bastani fully immerse you in the tools and methodologies that will help you transform your legacy application into one that is genuinely cloud native. In four sections, this book takes you through: The Basics: learn the motivations behind cloud native thinking; configure and test a Spring Boot application; and move your legacy application to the cloud Web Services: build HTTP and RESTful services with Spring; route requests in your distributed system; and build edge services closer to the data Data Integration: manage your data with Spring Data, and integrate distributed services with Spring’s support for event-driven, messaging-centric architectures Production: make your system observable; use service brokers to connect stateful services; and understand the big ideas behind continuous delivery
Publisher: "O'Reilly Media, Inc."
ISBN: 1449374611
Category : Computers
Languages : en
Pages : 643
Book Description
What separates the traditional enterprise from the likes of Amazon, Netflix, and Etsy? Those companies have refined the art of cloud native development to maintain their competitive edge and stay well ahead of the competition. This practical guide shows Java/JVM developers how to build better software, faster, using Spring Boot, Spring Cloud, and Cloud Foundry. Many organizations have already waded into cloud computing, test-driven development, microservices, and continuous integration and delivery. Authors Josh Long and Kenny Bastani fully immerse you in the tools and methodologies that will help you transform your legacy application into one that is genuinely cloud native. In four sections, this book takes you through: The Basics: learn the motivations behind cloud native thinking; configure and test a Spring Boot application; and move your legacy application to the cloud Web Services: build HTTP and RESTful services with Spring; route requests in your distributed system; and build edge services closer to the data Data Integration: manage your data with Spring Data, and integrate distributed services with Spring’s support for event-driven, messaging-centric architectures Production: make your system observable; use service brokers to connect stateful services; and understand the big ideas behind continuous delivery
Lead Developer Career Guide
Author: Shelley Benhoff
Publisher: Simon and Schuster
ISBN: 1633438074
Category : Computers
Languages : en
Pages : 318
Book Description
Learn the skills you need to be a lead developer, with expert advice on mentoring teams, handling clients and project managers, and keeping your head in emergencies. In the Lead Developer Career Guide you’ll discover: What a lead developer does Writing effective technical documentation Improving development processes Communicating with non-technical clients Mentoring and inspiring a team Delivering negative feedback The Lead Developer Career Guide teaches you how to go from individual contributor to successful lead developer. It’s full of insider tips, tricks, and strategies taken from author Shelley Benhoff’s 20-year career in technology, with vital insights for navigating the challenges and expectations of the lead developer role. This one-of-a-kind book shows you how critical thinking and communication skills can upgrade your career. Purchase of the print book includes a free eBook in PDF and ePub formats from Manning Publications. About the technology A successful lead developer is the tech expert responsible for mentoring fellow developers, making decisions about architecture, and ensuring that a team delivers quality software. This guide helps you grow from individual contributor into team leader. About the book Lead Developer Career Guide is filled with interviews and real-world case studies from industry professionals and esteemed tech experts. You’ll learn how to become the face for your development team, gathering feedback from your coworkers and communicating with clients and stakeholders. You’ll learn to reliably calculate project estimates and even plan a project from scratch. You’ll master mentoring techniques, learn how to maintain your mental health in stressful projects, and even battle imposter syndrome. By the time you’re finished, you’ll have a unique balance of soft skills and technical expertise. About the reader If you’re a junior developer, this guide will help you plan your career path to becoming a technical lead. If you’re a senior developer, you’ll master the leadership abilities that will turn your technical knowledge into an asset for your whole team. If you’re a team leader, hand this book to your best developer to help them mature into the role of lead. About the author Shelley Benhoff has over twenty years of experience in tech as a business owner, author, and speaker. She teaches leadership, communication, Docker, and Sitecore development. Shelley is currently a co-owner of HoffsTech, LLC.
Publisher: Simon and Schuster
ISBN: 1633438074
Category : Computers
Languages : en
Pages : 318
Book Description
Learn the skills you need to be a lead developer, with expert advice on mentoring teams, handling clients and project managers, and keeping your head in emergencies. In the Lead Developer Career Guide you’ll discover: What a lead developer does Writing effective technical documentation Improving development processes Communicating with non-technical clients Mentoring and inspiring a team Delivering negative feedback The Lead Developer Career Guide teaches you how to go from individual contributor to successful lead developer. It’s full of insider tips, tricks, and strategies taken from author Shelley Benhoff’s 20-year career in technology, with vital insights for navigating the challenges and expectations of the lead developer role. This one-of-a-kind book shows you how critical thinking and communication skills can upgrade your career. Purchase of the print book includes a free eBook in PDF and ePub formats from Manning Publications. About the technology A successful lead developer is the tech expert responsible for mentoring fellow developers, making decisions about architecture, and ensuring that a team delivers quality software. This guide helps you grow from individual contributor into team leader. About the book Lead Developer Career Guide is filled with interviews and real-world case studies from industry professionals and esteemed tech experts. You’ll learn how to become the face for your development team, gathering feedback from your coworkers and communicating with clients and stakeholders. You’ll learn to reliably calculate project estimates and even plan a project from scratch. You’ll master mentoring techniques, learn how to maintain your mental health in stressful projects, and even battle imposter syndrome. By the time you’re finished, you’ll have a unique balance of soft skills and technical expertise. About the reader If you’re a junior developer, this guide will help you plan your career path to becoming a technical lead. If you’re a senior developer, you’ll master the leadership abilities that will turn your technical knowledge into an asset for your whole team. If you’re a team leader, hand this book to your best developer to help them mature into the role of lead. About the author Shelley Benhoff has over twenty years of experience in tech as a business owner, author, and speaker. She teaches leadership, communication, Docker, and Sitecore development. Shelley is currently a co-owner of HoffsTech, LLC.
Developer Career Masterplan
Author: Heather VanCura
Publisher: Packt Publishing Ltd
ISBN: 1801811660
Category : Computers
Languages : en
Pages : 310
Book Description
Elevate your technical career with practical guidance, best practices, and actionable insights shared by industry experts Key Features Develop the right skills to advance your career with comprehensive skill development Explore practical examples and case studies for real-world career guidance Understand the importance of networking and community engagement for professional growth Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionWritten by industry experts that have spent the last 20+ years helping developers grow their careers, this book offers invaluable insights and guidance tailored to the specific needs of technical professionals. By discovering the secret of continuous learning and adapting in the ever-evolving field of software development, you’ll explore various learning paths with formal and informal methods, as well as gain an understanding of the value of certifications to validate your skills. This book will teach you the significance of building a strong support network, holding crucial conversations, and taking ownership of your career growth. You'll delve into acquiring both soft and hard skills, becoming a well-rounded and sought-after developer. Packed with practical examples, stories of successful developers, and real-world applications, the chapters will equip you with actionable advice on how to push beyond your comfort zone and embracing communities to enhance your teamwork abilities. Additionally, you’ll uncover the benefits of joining open-source projects, speaking at conferences, and building a personal brand to amplify your visibility and reputation. By the end of this book, you'll have a well-laid-out long-term and short-term plan for your career progression, equipping you with advanced technical skills, strategic thinking, and the ability to effectively manage relationships within your organization.What you will learn Explore skills needed to grow your career Participate in community and mentorship programs Build your technical knowledge for growth Discover how to network and use social media Understand the impact of public speaking Identify the critical conversations to advance your career Participate in non-technical activities to enhance your career Who this book is for This book is for technical professionals, particularly developers, seeking practical career growth guidelines and best practices. It addresses both junior and senior developers, offering valuable insights and experiences from within the developer community.
Publisher: Packt Publishing Ltd
ISBN: 1801811660
Category : Computers
Languages : en
Pages : 310
Book Description
Elevate your technical career with practical guidance, best practices, and actionable insights shared by industry experts Key Features Develop the right skills to advance your career with comprehensive skill development Explore practical examples and case studies for real-world career guidance Understand the importance of networking and community engagement for professional growth Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionWritten by industry experts that have spent the last 20+ years helping developers grow their careers, this book offers invaluable insights and guidance tailored to the specific needs of technical professionals. By discovering the secret of continuous learning and adapting in the ever-evolving field of software development, you’ll explore various learning paths with formal and informal methods, as well as gain an understanding of the value of certifications to validate your skills. This book will teach you the significance of building a strong support network, holding crucial conversations, and taking ownership of your career growth. You'll delve into acquiring both soft and hard skills, becoming a well-rounded and sought-after developer. Packed with practical examples, stories of successful developers, and real-world applications, the chapters will equip you with actionable advice on how to push beyond your comfort zone and embracing communities to enhance your teamwork abilities. Additionally, you’ll uncover the benefits of joining open-source projects, speaking at conferences, and building a personal brand to amplify your visibility and reputation. By the end of this book, you'll have a well-laid-out long-term and short-term plan for your career progression, equipping you with advanced technical skills, strategic thinking, and the ability to effectively manage relationships within your organization.What you will learn Explore skills needed to grow your career Participate in community and mentorship programs Build your technical knowledge for growth Discover how to network and use social media Understand the impact of public speaking Identify the critical conversations to advance your career Participate in non-technical activities to enhance your career Who this book is for This book is for technical professionals, particularly developers, seeking practical career growth guidelines and best practices. It addresses both junior and senior developers, offering valuable insights and experiences from within the developer community.
Data Science on AWS
Author: Chris Fregly
Publisher: "O'Reilly Media, Inc."
ISBN: 1492079367
Category : Computers
Languages : en
Pages : 524
Book Description
With this practical book, AI and machine learning practitioners will learn how to successfully build and deploy data science projects on Amazon Web Services. The Amazon AI and machine learning stack unifies data science, data engineering, and application development to help level up your skills. This guide shows you how to build and run pipelines in the cloud, then integrate the results into applications in minutes instead of days. Throughout the book, authors Chris Fregly and Antje Barth demonstrate how to reduce cost and improve performance. Apply the Amazon AI and ML stack to real-world use cases for natural language processing, computer vision, fraud detection, conversational devices, and more Use automated machine learning to implement a specific subset of use cases with SageMaker Autopilot Dive deep into the complete model development lifecycle for a BERT-based NLP use case including data ingestion, analysis, model training, and deployment Tie everything together into a repeatable machine learning operations pipeline Explore real-time ML, anomaly detection, and streaming analytics on data streams with Amazon Kinesis and Managed Streaming for Apache Kafka Learn security best practices for data science projects and workflows including identity and access management, authentication, authorization, and more
Publisher: "O'Reilly Media, Inc."
ISBN: 1492079367
Category : Computers
Languages : en
Pages : 524
Book Description
With this practical book, AI and machine learning practitioners will learn how to successfully build and deploy data science projects on Amazon Web Services. The Amazon AI and machine learning stack unifies data science, data engineering, and application development to help level up your skills. This guide shows you how to build and run pipelines in the cloud, then integrate the results into applications in minutes instead of days. Throughout the book, authors Chris Fregly and Antje Barth demonstrate how to reduce cost and improve performance. Apply the Amazon AI and ML stack to real-world use cases for natural language processing, computer vision, fraud detection, conversational devices, and more Use automated machine learning to implement a specific subset of use cases with SageMaker Autopilot Dive deep into the complete model development lifecycle for a BERT-based NLP use case including data ingestion, analysis, model training, and deployment Tie everything together into a repeatable machine learning operations pipeline Explore real-time ML, anomaly detection, and streaming analytics on data streams with Amazon Kinesis and Managed Streaming for Apache Kafka Learn security best practices for data science projects and workflows including identity and access management, authentication, authorization, and more
The Business Value of Developer Relations
Author: Mary Thengvall
Publisher: Apress
ISBN: 148423748X
Category : Computers
Languages : en
Pages : 249
Book Description
Discover the true value of Developer Relations as you learn to build and maintain positive relationships with your developer community. Use the principles laid out in this book to walk through your company goals and discover how you can formulate a plan tailored to your specific needs. First you will understand the value of a technical community: why you need to foster a community and how to do it. Then you will learn how to be involved in community building on a daily basis: finding the right audience, walking the tightrope between representing the company and building a personal brand, in-person events, and more. Featuring interviews with Developer Relations professionals from many successful companies including Red Hat, Google, Chef, Docker, Mozilla, SparkPost, Heroku, Twilio, CoreOS, and more, and with a foreword by Jono Bacon, The Business Value of Developer Relations is the perfect book for anyone who is working in the tech industry and wants to understand where DevRel is now and how to get involved. Don’t get left behind – join the community today. What You’ll Learn Define community and sell community to your company Find, build, and engage with the community Determine how and when to hire community managers Build your own personal brand Who This Book Is For Any business leaders/owners/stakeholders in the tech industry, tech evangelists, community managers or developer advocates.
Publisher: Apress
ISBN: 148423748X
Category : Computers
Languages : en
Pages : 249
Book Description
Discover the true value of Developer Relations as you learn to build and maintain positive relationships with your developer community. Use the principles laid out in this book to walk through your company goals and discover how you can formulate a plan tailored to your specific needs. First you will understand the value of a technical community: why you need to foster a community and how to do it. Then you will learn how to be involved in community building on a daily basis: finding the right audience, walking the tightrope between representing the company and building a personal brand, in-person events, and more. Featuring interviews with Developer Relations professionals from many successful companies including Red Hat, Google, Chef, Docker, Mozilla, SparkPost, Heroku, Twilio, CoreOS, and more, and with a foreword by Jono Bacon, The Business Value of Developer Relations is the perfect book for anyone who is working in the tech industry and wants to understand where DevRel is now and how to get involved. Don’t get left behind – join the community today. What You’ll Learn Define community and sell community to your company Find, build, and engage with the community Determine how and when to hire community managers Build your own personal brand Who This Book Is For Any business leaders/owners/stakeholders in the tech industry, tech evangelists, community managers or developer advocates.
Machine Learning Design Patterns
Author: Valliappa Lakshmanan
Publisher: O'Reilly Media
ISBN: 1098115759
Category : Computers
Languages : en
Pages : 408
Book Description
The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly
Publisher: O'Reilly Media
ISBN: 1098115759
Category : Computers
Languages : en
Pages : 408
Book Description
The design patterns in this book capture best practices and solutions to recurring problems in machine learning. The authors, three Google engineers, catalog proven methods to help data scientists tackle common problems throughout the ML process. These design patterns codify the experience of hundreds of experts into straightforward, approachable advice. In this book, you will find detailed explanations of 30 patterns for data and problem representation, operationalization, repeatability, reproducibility, flexibility, explainability, and fairness. Each pattern includes a description of the problem, a variety of potential solutions, and recommendations for choosing the best technique for your situation. You'll learn how to: Identify and mitigate common challenges when training, evaluating, and deploying ML models Represent data for different ML model types, including embeddings, feature crosses, and more Choose the right model type for specific problems Build a robust training loop that uses checkpoints, distribution strategy, and hyperparameter tuning Deploy scalable ML systems that you can retrain and update to reflect new data Interpret model predictions for stakeholders and ensure models are treating users fairly
The Kaggle Book
Author: Konrad Banachewicz
Publisher: Packt Publishing Ltd
ISBN: 1801812217
Category : Computers
Languages : en
Pages : 531
Book Description
Get a step ahead of your competitors with insights from over 30 Kaggle Masters and Grandmasters. Discover tips, tricks, and best practices for competing effectively on Kaggle and becoming a better data scientist. Purchase of the print or Kindle book includes a free eBook in the PDF format. Key Features Learn how Kaggle works and how to make the most of competitions from over 30 expert Kagglers Sharpen your modeling skills with ensembling, feature engineering, adversarial validation and AutoML A concise collection of smart data handling techniques for modeling and parameter tuning Book DescriptionMillions of data enthusiasts from around the world compete on Kaggle, the most famous data science competition platform of them all. Participating in Kaggle competitions is a surefire way to improve your data analysis skills, network with an amazing community of data scientists, and gain valuable experience to help grow your career. The first book of its kind, The Kaggle Book assembles in one place the techniques and skills you’ll need for success in competitions, data science projects, and beyond. Two Kaggle Grandmasters walk you through modeling strategies you won’t easily find elsewhere, and the knowledge they’ve accumulated along the way. As well as Kaggle-specific tips, you’ll learn more general techniques for approaching tasks based on image, tabular, textual data, and reinforcement learning. You’ll design better validation schemes and work more comfortably with different evaluation metrics. Whether you want to climb the ranks of Kaggle, build some more data science skills, or improve the accuracy of your existing models, this book is for you. Plus, join our Discord Community to learn along with more than 1,000 members and meet like-minded people!What you will learn Get acquainted with Kaggle as a competition platform Make the most of Kaggle Notebooks, Datasets, and Discussion forums Create a portfolio of projects and ideas to get further in your career Design k-fold and probabilistic validation schemes Get to grips with common and never-before-seen evaluation metrics Understand binary and multi-class classification and object detection Approach NLP and time series tasks more effectively Handle simulation and optimization competitions on Kaggle Who this book is for This book is suitable for anyone new to Kaggle, veteran users, and anyone in between. Data analysts/scientists who are trying to do better in Kaggle competitions and secure jobs with tech giants will find this book useful. A basic understanding of machine learning concepts will help you make the most of this book.
Publisher: Packt Publishing Ltd
ISBN: 1801812217
Category : Computers
Languages : en
Pages : 531
Book Description
Get a step ahead of your competitors with insights from over 30 Kaggle Masters and Grandmasters. Discover tips, tricks, and best practices for competing effectively on Kaggle and becoming a better data scientist. Purchase of the print or Kindle book includes a free eBook in the PDF format. Key Features Learn how Kaggle works and how to make the most of competitions from over 30 expert Kagglers Sharpen your modeling skills with ensembling, feature engineering, adversarial validation and AutoML A concise collection of smart data handling techniques for modeling and parameter tuning Book DescriptionMillions of data enthusiasts from around the world compete on Kaggle, the most famous data science competition platform of them all. Participating in Kaggle competitions is a surefire way to improve your data analysis skills, network with an amazing community of data scientists, and gain valuable experience to help grow your career. The first book of its kind, The Kaggle Book assembles in one place the techniques and skills you’ll need for success in competitions, data science projects, and beyond. Two Kaggle Grandmasters walk you through modeling strategies you won’t easily find elsewhere, and the knowledge they’ve accumulated along the way. As well as Kaggle-specific tips, you’ll learn more general techniques for approaching tasks based on image, tabular, textual data, and reinforcement learning. You’ll design better validation schemes and work more comfortably with different evaluation metrics. Whether you want to climb the ranks of Kaggle, build some more data science skills, or improve the accuracy of your existing models, this book is for you. Plus, join our Discord Community to learn along with more than 1,000 members and meet like-minded people!What you will learn Get acquainted with Kaggle as a competition platform Make the most of Kaggle Notebooks, Datasets, and Discussion forums Create a portfolio of projects and ideas to get further in your career Design k-fold and probabilistic validation schemes Get to grips with common and never-before-seen evaluation metrics Understand binary and multi-class classification and object detection Approach NLP and time series tasks more effectively Handle simulation and optimization competitions on Kaggle Who this book is for This book is suitable for anyone new to Kaggle, veteran users, and anyone in between. Data analysts/scientists who are trying to do better in Kaggle competitions and secure jobs with tech giants will find this book useful. A basic understanding of machine learning concepts will help you make the most of this book.
Red Hat RHCSA 8 Cert Guide
Author: Sander van Vugt
Publisher: Pearson IT Certification
ISBN: 0137341741
Category : Computers
Languages : en
Pages : 1180
Book Description
This is the eBook version of the print title. Learn, prepare, and practice for Red Hat RHCSA 8 (EX200) exam success with this Cert Guide from Pearson IT Certification, a leader in IT Certification learning. * Master Red Hat RHCSA 8 EX200 exam topics * Assess your knowledge with chapter-ending quizzes * Review key concepts with exam-preparation tasks * Learn from two full hours of video training from the author's Red Hat Certified System Administrator (RHCSA) Complete Video Course, 3rd Edition Red Hat RHCSA 8 Cert Guide is a best-of-breed exam study guide. Leading Linux consultant, author, and instructor Sander van Vugt shares preparation hints and test-taking tips, helping you identify areas of weakness and improve both your conceptual knowledge and hands-on skills. Material is presented in a concise manner, focusing on increasing your understanding and retention of exam topics. The book presents you with an organized test-preparation routine through the use of proven series elements and techniques. Exam topic lists make referencing easy. Chapter-ending Exam Preparation Tasks help you drill on key concepts you must know thoroughly. Review questions help you assess your knowledge, and a final preparation chapter guides you through tools and resources to help you craft your final study plan. Well regarded for its level of detail, assessment features, and challenging review questions and exercises, this study guide helps you master the concepts and techniques that will enable you to succeed on the exam the first time, including * Basic system management: Installation, tools, file management, text files, RHEL8 connections, user/group management, permissions, and network configuration * Operating running systems: Managing software, processes, storage, and advanced storage; working with Systemd; scheduling tasks; and configuring logging * Advanced system administration: Managing the kernel and boot procedures, essential troubleshooting, bash shell scripting * Managing network services: configuring SSH, firewalls, and time services; managing Apache HTTP services and SE Linux; accessing network storage; and managing containers
Publisher: Pearson IT Certification
ISBN: 0137341741
Category : Computers
Languages : en
Pages : 1180
Book Description
This is the eBook version of the print title. Learn, prepare, and practice for Red Hat RHCSA 8 (EX200) exam success with this Cert Guide from Pearson IT Certification, a leader in IT Certification learning. * Master Red Hat RHCSA 8 EX200 exam topics * Assess your knowledge with chapter-ending quizzes * Review key concepts with exam-preparation tasks * Learn from two full hours of video training from the author's Red Hat Certified System Administrator (RHCSA) Complete Video Course, 3rd Edition Red Hat RHCSA 8 Cert Guide is a best-of-breed exam study guide. Leading Linux consultant, author, and instructor Sander van Vugt shares preparation hints and test-taking tips, helping you identify areas of weakness and improve both your conceptual knowledge and hands-on skills. Material is presented in a concise manner, focusing on increasing your understanding and retention of exam topics. The book presents you with an organized test-preparation routine through the use of proven series elements and techniques. Exam topic lists make referencing easy. Chapter-ending Exam Preparation Tasks help you drill on key concepts you must know thoroughly. Review questions help you assess your knowledge, and a final preparation chapter guides you through tools and resources to help you craft your final study plan. Well regarded for its level of detail, assessment features, and challenging review questions and exercises, this study guide helps you master the concepts and techniques that will enable you to succeed on the exam the first time, including * Basic system management: Installation, tools, file management, text files, RHEL8 connections, user/group management, permissions, and network configuration * Operating running systems: Managing software, processes, storage, and advanced storage; working with Systemd; scheduling tasks; and configuring logging * Advanced system administration: Managing the kernel and boot procedures, essential troubleshooting, bash shell scripting * Managing network services: configuring SSH, firewalls, and time services; managing Apache HTTP services and SE Linux; accessing network storage; and managing containers