Now that machine learning is thriving, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.By using concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’ll learn how to use a range of techniques, starting with simple Linear Regression and progressing to Deep Neural Networks. If you have some programming experience and you’re ready to code a machine learning project, this guide is for you.This hands-on book shows you how to use:Scikit-Learn, an accessible framework that implements many algorithms efficiently and serves as a great machine learning entry pointTensorFlow, a more complex library for distributed numerical computation, ideal for training and running very large neural networksPractical code examples that you can apply without learning excessive machine learning theory or algorithm details

    The tools and recipes in this book will help you uncover and solve hidden (and not-so-hidden) problems with your technology, your methodology, and those difficult "people" issues on your team.Project retrospectives help teams examine what went right and what went wrong on a project. But traditionally, retrospectives (also known as "post-mortems") are only helpful at the end of the project--too late to help. You need agile retrospectives that are iterative and incremental. You need to accurately find and fix problems to help the team today.Now, Derby and Larsen show you the tools, tricks, and tips you need to fix the problems you face on a software development project on an on-going basis. You'll see how to architect retrospectives in general, how to design them specifically for your team and organization, how to run them effectively, how to make the needed changes, and how to scale these techniques up. You'll learn how to deal with problems, and implement solutions effectively throughout the project--not just at the end.With regular tune-ups, your team will hum like a precise, world-class orchestra.ContentsForwardPrefaceIntroduction1. Helping your team inspect and adapt2. A retrospective custom-fit for your team3. Leading retrospectives4. Activities to set the stage5. Activities to gather data6. Activities to gather insights7. Activities to decide what to do8. Activities to close the retrospective9. Releases and project retrospectives10. Make it soA1. Facilitation suppliesA2. Debriefing activitiesA3. Activities quick reference matrixA4. Resources for learning facilitation skillsA5. Bibliography

    Presentation software is one of the few tools that requires professionals to think visually on an almost daily basis. But unlike verbal skills, effective visual expression is not easy, natural, or actively taught in schools or business training programs. slide:ology fills that void.Written by Nancy Duarte, President and CEO of Duarte Design, the firm that created the presentation for Al Gore's Oscar-winning film, An Inconvenient Truth, this book is full of practical approaches to visual story development that can be applied by anyone. The book combines conceptual thinking and inspirational design, with insightful case studies from the world's leading brands. With slide:ology you'll learn to:Connect with specific audiencesTurn ideas into informative graphicsUse sketching and diagramming techniques effectivelyCreate graphics that enable audiences to process information easilyDevelop truly influential presentationsUtilize presentation technology to your advantageMillions of presentations and billions of slides have been produced -- and most of them miss the mark. slide:ology will challenge your traditional approach to creating slides by teaching you how to be a visual thinker. And it will help your career by creating momentum for your cause.--back cover

    It reduces design debt, accelerates the design process, and builds bridges between teams working in concert to bring products to life. Learn how you can create your design system and help your team improve product quality while reducing design debt.

    Presentation Zen challenges the conventional wisdom of making "slide presentations" in today’s world and encourages you to think differently and more creatively about the preparation, design, and delivery of your presentations. Garr shares lessons and perspectives that draw upon practical advice from the fields of communication and business. Combining solid principles of design with the tenets of Zen simplicity, this book will help you along the path to simpler, more effective presentations.--back cover

    These insights may shake your assumptions, but they'll help you reach the "ah-ha!" moments that inspire truly great products.Validate or invalidate your hypothesis by talking to the right peopleLearn how to conduct successful customer interviews play-by-playDetect a customer's behaviors, pain points, and constraintsTurn interview insights into Minimum Viable Products to validate what customers will use and buyAdapt customer development strategies for large companies, conservative industries, and existing products

    Your customers expect the content you provide them to be adaptive --responding to the device, their location, their situation, and their personalized needs.Authors Ann Rockley and Charles Cooper provide insights and guidelines that will help you develop a unified content strategy--a repeatable, systematic plan that can help you reach your customers, anytime, anywhere, on any device.This up-to-date new edition of Managing Enterprise Content helps you: Determine business requirements Build your vision Design content that adapts to any device Develop content models, metadata, and workflow Put content governance in place Adapt to new and changed roles Identify tools requirements With this book you'll learn to design adaptable content that frees you from the tyranny of an ever increasing array of devices.

    Step-by-step strategy of how to successfully organize sales, marketing and business development for a new product or company. The book offers insight into what makes some startups successful and leaves others selling off their furniture. Packed with concrete examples, the book will leave you with new skills to organize sales, marketing and your business for success.

    But how do you build the best team organization for your specific goals, culture, and needs? Team Topologies is a practical, step-by-step, adaptive model for organizational design and team interaction based on four fundamental team types and three team interaction patterns. It is a model that treats teams as the fundamental means of delivery, where team structures and communication pathways are able to evolve with technological and organizational maturity.In Team Topologies, IT consultants Matthew Skelton and Manuel Pais share secrets of successful team patterns and interactions to help readers choose and evolve the right team patterns for their organization, making sure to keep the software healthy and optimize value streams.Team Topologies is a major step forward in organizational design for software, presenting a well-defined way for teams to interact and interrelate that helps make the resulting software architecture clearer and more sustainable, turning inter-team problems into valuable signals for the self-steering organization.

    Author Mike Rohde shows you how to incorporate sketchnoting techniques into your note-taking process--regardless of your artistic abilities--to help you better process the information that you are hearing and seeing through drawing, and to actually have fun taking notes. The Sketchnote Handbook explains and illustrates practical sketchnote techniques for taking visual notes at your own pace as well as in real time during meetings and events. Rhode also addresses most people's fear of drawing by showing, step-by-step, how to quickly draw people, faces, type, and simple objects for effective and fast sketchnoting. The book looks like a peek into the author's private sketchnote journal, but it functions like a beginner's guide to sketchnoting with easy-to-follow instructions for drawing out your notes that will leave you itching to attend a meeting just so you can draw about it.

    Burn Your Portfolio teaches the real-world practices, professional do's and don'ts, and unwritten rules of business that most designers, photographers, web designers, copy writers, programmers, and architects only learn after putting in years of experience on the job.Michael Janda, owner of the Utah-based design firm Riser, uses humor to dispense nugget after nugget of hard-won advice collected over the last decade from the personal successes and failures he has faced running his own agency. In this surprisingly funny, but incredibly practical advice guide, Janda's advice on teamwork and collaboration, relationship building, managing clients, bidding work, production processes, and more will resonate with creative professionals of all stripes.