Biznes IT
Konrad Banachewicz, Luca Massaron
More than 80,000 Kaggle novices currently participate in Kaggle competitions. To help them navigate the often-overwhelming world of Kaggle, two Grandmasters put their heads together to write The Kaggle Book, which made plenty of waves in the community. Now, they’ve come back with an even more practical approach based on hands-on exercises that can help you start thinking like an experienced data scientist.In this book, you’ll get up close and personal with four extensive case studies based on past Kaggle competitions. You’ll learn how bright minds predicted which drivers would likely avoid filing insurance claims in Brazil and see how expert Kagglers used gradient-boosting methods to model Walmart unit sales time-series data. Get into computer vision by discovering different solutions for identifying the type of disease present on cassava leaves. And see how the Kaggle community created predictive algorithms to solve the natural language processing problem of subjective question-answering.You can use this workbook as a supplement alongside The Kaggle Book or on its own alongside resources available on the Kaggle website and other online communities. Whatever path you choose, this workbook will help make you a formidable Kaggle competitor.
The Lean-Agile Way. Unleash business results in the digital era with value stream management
Cecil 'Gary' Rupp, Richard Knaster, Steve Pereira,...
In today’s fast-paced business landscape, efficiency is essential. Authored by industry experts Cecil ‘Gary’ Rupp, a Lean-Agile consultant with over three decades of executive experience; Richard Knaster, a SAFe® Fellow and transformation leader; Steve Pereira, a value stream consultant and board advisor; and Al Shalloway, creator of FLEX and PMI’s Disciplined Agile Value Stream Consultant workshop, the book offers proven strategies to streamline processes, enhance products, and improve service delivery. You’ll start with an introduction to foundational Lean and Agile practices, recognizing the significance of digital enhancements in modernizing business processes. As you progress, you'll learn VSM techniques to identify and prioritize work and investments to provide maximum value to customers. Moreover, you'll grasp Lean-Agile practices aimed at promoting collaboration among teams and ensuring the continuous flow of product-oriented deliveries tailored to address customer needs. Finally, you'll gain executive-level insights on how organizations must access timely information for decision-making and foster a culture of continuous business transformation. Armed with this knowledge and a robust toolkit, you'll be empowered to drive meaningful change, optimize resources, and stay ahead in the rapidly evolving marketplace.
David Ping
David Ping, Head of GenAI and ML Solution Architecture for global industries at AWS, provides expert insights and practical examples to help you become a proficient ML solutions architect, linking technical architecture to business-related skills.You'll learn about ML algorithms, cloud infrastructure, system design, MLOps , and how to apply ML to solve real-world business problems. David explains the generative AI project lifecycle and examines Retrieval Augmented Generation (RAG), an effective architecture pattern for generative AI applications. You’ll also learn about open-source technologies, such as Kubernetes/Kubeflow, for building a data science environment and ML pipelines before building an enterprise ML architecture using AWS. As well as ML risk management and the different stages of AI/ML adoption, the biggest new addition to the handbook is the deep exploration of generative AI.By the end of this book , you’ll have gained a comprehensive understanding of AI/ML across all key aspects, including business use cases, data science, real-world solution architecture, risk management, and governance. You’ll possess the skills to design and construct ML solutions that effectively cater to common use cases and follow established ML architecture patterns, enabling you to excel as a true professional in the field.
Hyatt Saleh
Machine learning algorithms are an integral part of almost all modern applications. To make the learning process faster and more accurate, you need a tool flexible and powerful enough to help you build machine learning algorithms quickly and easily. With The Machine Learning Workshop, you'll master the scikit-learn library and become proficient in developing clever machine learning algorithms.The Machine Learning Workshop begins by demonstrating how unsupervised and supervised learning algorithms work by analyzing a real-world dataset of wholesale customers. Once you've got to grips with the basics, you'll develop an artificial neural network using scikit-learn and then improve its performance by fine-tuning hyperparameters. Towards the end of the workshop, you'll study the dataset of a bank's marketing activities and build machine learning models that can list clients who are likely to subscribe to a term deposit. You'll also learn how to compare these models and select the optimal one.By the end of The Machine Learning Workshop, you'll not only have learned the difference between supervised and unsupervised models and their applications in the real world, but you'll also have developed the skills required to get started with programming your very own machine learning algorithms.
Stephen Walker
On the other side of the table - Plan and execute excellent interviews to get the right person for the jobAs an experienced managerial behavior consultant, Stephen Walker, co-founder of Motivation Matters, is passionate about helping to improve organizational performance in businesses. In this quick and practical book, Stephen takes you through the entire process of an interview, from getting to know the specifications of the role, to discussing the results and reaching a final decision with other stakeholders. Being able to build a strong team around you is essential to a business' success and to do this you need to interview effectively and confidently. This is not only essential for prospective employees; it is also an important managerial skill.Walking you through the interview process from the initial planning and preparation to meeting and greeting the interviewee, this book provides you with everything you need to know to hire for success. With templates, examples, and tips on how to incorporate cutting edge techniques such as NLP into your interviewing technique, The Manager’s Guide to Conducting Your First Interview, is the perfect companion to managers new and old, giving you a fresh perspective on effective interviewing.
Stephen Walker
On the other side of the table - Plan and execute excellent interviews to get the right person for the jobAs an experienced managerial behavior consultant, Stephen Walker, co-founder of Motivation Matters, is passionate about helping to improve organizational performance in businesses. In this quick and practical book, Stephen takes you through the entire process of an interview, from getting to know the specifications of the role, to discussing the results and reaching a final decision with other stakeholders. Being able to build a strong team around you is essential to a business' success and to do this you need to interview effectively and confidently. This is not only essential for prospective employees; it is also an important managerial skill.Walking you through the interview process from the initial planning and preparation to meeting and greeting the interviewee, this book provides you with everything you need to know to hire for success. With templates, examples, and tips on how to incorporate cutting edge techniques such as NLP into your interviewing technique, The Manager’s Guide to Conducting Your First Interview, is the perfect companion to managers new and old, giving you a fresh perspective on effective interviewing.
Glenn Robert Devey
Master this essential skill for new managers and successfully deliver feedback to raise your team’s performance with this practical guide book and ebook.
Glenn Robert Devey
Master this essential skill for new managers and successfully deliver feedback to raise your team’s performance with this practical guide book and ebook.
Alison J Love
Experienced mediator, trainer, and business mentor Alison Love brings her insight into the nuances and subtleties of workplace conflict, to help you develop the vital communication skills that lie at the heart of good leadership. Emotional intelligence often passes unspoken in discussions about management but here Alison places it at the forefront, as a key component of management.Built around the process of mediation, Alison shows you precisely how mediation works, while also offering you invaluable information that will be integral for any manager interested in creating a team and a workplace committed and dedicated to a shared goal. From understanding the causes of conflict in the modern workplace to sustaining the results of a successful mediation, Alison aims to give you both the knowledge and the skills to be successful at this integral component of management.Conflict is an inevitable part of the workplace. Often it can be constructive, but it is more frequently, destructive and damaging. When it is not managed effectively it can cripple morale and productivity and lead even to stress and ill health. One of the most effective forms of conflict management is mediation, which provides a formal structure through which conflicting parties can articulate their perspectives, with the aim of reaching a resolution through this formalised discussion. Beginning with the causes of conflict in the modern workplace, this book then takes you through the entire mediation process, providing you with clear, practical steps on how to plan and conduct a mediation to how to sustain the results once the process has been completed. With tools and templates that make what may seem like a difficult process manageable, the book is an essential tool for manager’s concerned about how to deal with conflict at work.
Alison J Love
Experienced mediator, trainer, and business mentor Alison Love brings her insight into the nuances and subtleties of workplace conflict, to help you develop the vital communication skills that lie at the heart of good leadership. Emotional intelligence often passes unspoken in discussions about management but here Alison places it at the forefront, as a key component of management.Built around the process of mediation, Alison shows you precisely how mediation works, while also offering you invaluable information that will be integral for any manager interested in creating a team and a workplace committed and dedicated to a shared goal. From understanding the causes of conflict in the modern workplace to sustaining the results of a successful mediation, Alison aims to give you both the knowledge and the skills to be successful at this integral component of management.Conflict is an inevitable part of the workplace. Often it can be constructive, but it is more frequently, destructive and damaging. When it is not managed effectively it can cripple morale and productivity and lead even to stress and ill health. One of the most effective forms of conflict management is mediation, which provides a formal structure through which conflicting parties can articulate their perspectives, with the aim of reaching a resolution through this formalised discussion. Beginning with the causes of conflict in the modern workplace, this book then takes you through the entire mediation process, providing you with clear, practical steps on how to plan and conduct a mediation to how to sustain the results once the process has been completed. With tools and templates that make what may seem like a difficult process manageable, the book is an essential tool for manager’s concerned about how to deal with conflict at work.
Lauren Hug
Lauren Hug, founder of HugSpeak Coaching & Consulting, has been helping people reach and motivate audiences for 20 years. In this concise, friendly guide, she condenses her years of presentation expertise from the courtroom to the boardroom. Your presentations are a crucial part of establishing yourself as a leader. Developing a commanding presence and exceptional public speaking skills will mark you as a rising star within your organization. And it doesn't have to be daunting. Lauren will teach you how to speak with confidence, whether you're presenting to your employees, your boss or external stakeholders.This accessible, practical book will walk you through the process step by step, from planning and developing your content, through mastering your materials, to delivering a dynamic performance and reaping the rewards in your career. With interactive exercises and templates, you'll learn how to embrace your signature speaking style, engage your audience, craft compelling content and speak like a pro. Along the way, you'll find yourself building relationships with team members and bosses alike, and developing valuable insights into your strengths as a manager. Through her positive and collaborative coaching approach, described as empowering, life-changing, and therapeutic, Lauren will help you shine as both a leader and a presenter.
Lauren Hug
Lauren Hug, founder of HugSpeak Coaching & Consulting, has been helping people reach and motivate audiences for 20 years. In this concise, friendly guide, she condenses her years of presentation expertise from the courtroom to the boardroom. Your presentations are a crucial part of establishing yourself as a leader. Developing a commanding presence and exceptional public speaking skills will mark you as a rising star within your organization. And it doesn't have to be daunting. Lauren will teach you how to speak with confidence, whether you're presenting to your employees, your boss or external stakeholders.This accessible, practical book will walk you through the process step by step, from planning and developing your content, through mastering your materials, to delivering a dynamic performance and reaping the rewards in your career. With interactive exercises and templates, you'll learn how to embrace your signature speaking style, engage your audience, craft compelling content and speak like a pro. Along the way, you'll find yourself building relationships with team members and bosses alike, and developing valuable insights into your strengths as a manager. Through her positive and collaborative coaching approach, described as empowering, life-changing, and therapeutic, Lauren will help you shine as both a leader and a presenter.
Lauren Hug
Lauren Hug, founder of HugSpeak Coaching & Consulting, has been helping people reach and motivate audiences for 20 years. In this concise, friendly guide, she condenses her years of presentation expertise from the courtroom to the boardroom. Your presentations are a crucial part of establishing yourself as a leader. Developing a commanding presence and exceptional public speaking skills will mark you as a rising star within your organization. And it doesn't have to be daunting. Lauren will teach you how to speak with confidence, whether you're presenting to your employees, your boss or external stakeholders.This accessible, practical book will walk you through the process step by step, from planning and developing your content, through mastering your materials, to delivering a dynamic performance and reaping the rewards in your career. With interactive exercises and templates, you'll learn how to embrace your signature speaking style, engage your audience, craft compelling content and speak like a pro. Along the way, you'll find yourself building relationships with team members and bosses alike, and developing valuable insights into your strengths as a manager. Through her positive and collaborative coaching approach, described as empowering, life-changing, and therapeutic, Lauren will help you shine as both a leader and a presenter.
Rohan Chopra, Aniruddha M. Godbole, Nipun Sadvilkar,...
Do you want to learn how to communicate with computer systems using Natural Language Processing (NLP) techniques, or make a machine understand human sentiments? Do you want to build applications like Siri, Alexa, or chatbots, even if you’ve never done it before?With The Natural Language Processing Workshop, you can expect to make consistent progress as a beginner, and get up to speed in an interactive way, with the help of hands-on activities and fun exercises.The book starts with an introduction to NLP. You’ll study different approaches to NLP tasks, and perform exercises in Python to understand the process of preparing datasets for NLP models. Next, you’ll use advanced NLP algorithms and visualization techniques to collect datasets from open websites, and to summarize and generate random text from a document. In the final chapters, you’ll use NLP to create a chatbot that detects positive or negative sentiment in text documents such as movie reviews.By the end of this book, you’ll be equipped with the essential NLP tools and techniques you need to solve common business problems that involve processing text.
IT Governance Publishing, Jamie Lynn Cooke
Agile frameworks have revolutionized the way business analysis is integrated into projects, but the role of the Agile business analyst is still evolving. This book explores how business analysts can thrive within Agile teams, offering insights into both the challenges and opportunities they face. By understanding the power and limitations of Agile, the reader will gain practical tools to not only survive but thrive in an Agile environment. The text outlines why having a dedicated Agile business analyst is crucial and provides actionable advice on how to build the right team and minimize risks. The author goes beyond theory to offer concrete steps that help business analysts add value to Agile projects. The reader will walk away with a deep understanding of the evolving Agile landscape, including the critical role of business analysis and practical tips for improving team dynamics, managing risks, and maximizing value. This book is perfect for professionals looking to integrate Agile business analysis into their teams and projects to achieve better outcomes and continuous improvement.
Victor Dantas, Chris Huntingford
Written by Victor Dantas, a five-time Microsoft MVP, and Chris Huntingford, MVP, Microsoft Certified Trainer, and FastTrack Recognized Solution Architect, this book distills the collective wisdom of two global thought leaders at the forefront of technological innovation. The Power Platform Playbook for Digital Transformation is your guide to strategizing, implementing, and scaling digital transformation using Power Apps, Power Automate, Power BI, Power Pages, and Copilot Studio. It equips you with tools to streamline operations, enhance decision-making, and scale automation without deep coding expertise.Unlike technical manuals that focus only on implementation, this book takes a holistic approach, combining strategy and execution. You’ll learn how to build enterprise-grade applications, automate repetitive tasks, and integrate Power Platform with Microsoft 365, Dynamics 365, and third-party services. Real-world case studies, best practices, and step-by-step guidance equip you to implement governance, security, and compliance while ensuring long-term success.Whether you’re a business leader driving transformation, an IT professional managing enterprise automation, or a business analyst optimizing processes, this book provides a clear roadmap to leveraging Power Platform for scalable, AI-enhanced digital innovation.
The Professional Scrum Master Guide. The unofficial guide to Scrum with real-world projects
Fred Heath
This book demonstrates the real-world applications of Scrum in a variety of scenarios, all with practical examples. You’ll understand why the structure of your Scrum team matters, and how to create and manage sprint and product backlogs. Each chapter concludes with relevance to the exam, reinforcing what you’ve learned as you work through the book and making sure you have an edge when it comes to earning your certificate.The statements made and opinions expressed herein belong exclusively to Packt Publishing Ltd and are not shared by or represent the viewpoint of Scrum.org. This training does not constitute an endorsement of any product, service or point of view. Scrum.org makes no representations, warranties or assurances of any kind, express or implied, as to the completeness, accuracy, reliability, suitability, availability or currency of the content contained in this presentation or any material related to this presentation. In no event shall Scrum.org, its agents, officers, employees, licensees or affiliates be liable for any damages whatsoever (including, without limitation, damages for loss of profits, business information, or loss of information) arising out of the information or statements contained in the training. Any reliance you place on such content is strictly at your own risk.
Liu Peng
The Statistics and Machine Learning with R Workshop is a comprehensive resource packed with insights into statistics and machine learning, along with a deep dive into R libraries. The learning experience is further enhanced by practical examples and hands-on exercises that provide explanations of key concepts.Starting with the fundamentals, you’ll explore the complete model development process, covering everything from data pre-processing to model development. In addition to machine learning, you’ll also delve into R's statistical capabilities, learning to manipulate various data types and tackle complex mathematical challenges from algebra and calculus to probability and Bayesian statistics. You’ll discover linear regression techniques and more advanced statistical methodologies to hone your skills and advance your career.By the end of this book, you'll have a robust foundational understanding of statistics and machine learning. You’ll also be proficient in using R's extensive libraries for tasks such as data processing and model training and be well-equipped to leverage the full potential of R in your future projects.
The Successful Software Manager. The definitive guide to growing from developer to manager
Herman Fung
The Successful Software Manager is a comprehensive and practical guide to managing software developers, software customers, and the process of deciding what software needs to be built. It explains in detail how to develop a management mindset, lead a high-performing developer team, and meet all the expectations of a good manager.The book will help you whether you’ve chosen to pursue a career in management or have been asked to act up as a manager. Whether you’re a Development Manager, Product Manager, Team Leader, Solution Architect, or IT Director, this is your indispensable guide to all aspects of running your team and working within an organization and dealing with colleagues, customers, potential customers, and technologists, to ensure you build the product your organization needs.This book is the must-have authoritative guide to managing projects, managing people, and preparing yourself to be an effective manager. The intuitive real-life examples will act as a desk companion for any day-to-day challenge, and beyond that, Herman will show you how to prepare for the next stages and how to achieve career success.
Blaine Bateman, Ashish Ranjan Jha, Benjamin Johnston,...
Would you like to understand how and why machine learning techniques and data analytics are spearheading enterprises globally? From analyzing bioinformatics to predicting climate change, machine learning plays an increasingly pivotal role in our society.Although the real-world applications may seem complex, this book simplifies supervised learning for beginners with a step-by-step interactive approach. Working with real-time datasets, you’ll learn how supervised learning, when used with Python, can produce efficient predictive models.Starting with the fundamentals of supervised learning, you’ll quickly move to understand how to automate manual tasks and the process of assessing date using Jupyter and Python libraries like pandas. Next, you’ll use data exploration and visualization techniques to develop powerful supervised learning models, before understanding how to distinguish variables and represent their relationships using scatter plots, heatmaps, and box plots. After using regression and classification models on real-time datasets to predict future outcomes, you’ll grasp advanced ensemble techniques such as boosting and random forests. Finally, you’ll learn the importance of model evaluation in supervised learning and study metrics to evaluate regression and classification tasks.By the end of this book, you’ll have the skills you need to work on your real-life supervised learning Python projects.
Matthew Moocarme, Anthony So, Anthony Maddalone
Getting to grips with tensors, deep learning, and neural networks can be intimidating and confusing for anyone, no matter their experience level. The breadth of information out there, often written at a very high level and aimed at advanced practitioners, can make getting started even more challenging.If this sounds familiar to you, The TensorFlow Workshop is here to help. Combining clear explanations, realistic examples, and plenty of hands-on practice, it’ll quickly get you up and running.You’ll start off with the basics – learning how to load data into TensorFlow, perform tensor operations, and utilize common optimizers and activation functions. As you progress, you’ll experiment with different TensorFlow development tools, including TensorBoard, TensorFlow Hub, and Google Colab, before moving on to solve regression and classification problems with sequential models.Building on this solid foundation, you’ll learn how to tune models and work with different types of neural network, getting hands-on with real-world deep learning applications such as text encoding, temperature forecasting, image augmentation, and audio processing.By the end of this deep learning book, you’ll have the skills, knowledge, and confidence to tackle your own ambitious deep learning projects with TensorFlow.
The Ultimate Zoom Cookbook. Over 100 recipes to enhance and engage communication with Zoom
Patrick Kelley
The last few years have completely changed the way we collaborate and communicate. Whether it’s internally with coworkers at a large enterprise or externally with prospective clients and customers, Zoom has created a new way to interact with people in real-time as well as asynchronously.This cookbook delves into all aspects of Zoom, moving beyond just meetings. You’ll get started by exploring key areas such as audio, video, chat, webinars, advanced reporting, and analytics. Next, you’ll progress from discovering simple Zoom video and audio calls to understanding features such as whiteboards, hardware integration, and phone capabilities. Gradually, you'll discover advanced techniques for effective content presentation, while configuring users and features from the admin portal. The last set of chapters cover advanced features on security and privacy as well as how to make the most of AI Companion to reach out to your audience with better content, clarity, and expertise.By the end of this Zoom book, you’ll be well-versed with the entire Zoom app and all the modalities available.
Aaron Jones, Christopher Kruger, Benjamin Johnston
Do you find it difficult to understand how popular companies like WhatsApp and Amazon find valuable insights from large amounts of unorganized data? The Unsupervised Learning Workshop will give you the confidence to deal with cluttered and unlabeled datasets, using unsupervised algorithms in an easy and interactive manner.The book starts by introducing the most popular clustering algorithms of unsupervised learning. You'll find out how hierarchical clustering differs from k-means, along with understanding how to apply DBSCAN to highly complex and noisy data. Moving ahead, you'll use autoencoders for efficient data encoding.As you progress, you’ll use t-SNE models to extract high-dimensional information into a lower dimension for better visualization, in addition to working with topic modeling for implementing natural language processing (NLP). In later chapters, you’ll find key relationships between customers and businesses using Market Basket Analysis, before going on to use Hotspot Analysis for estimating the population density of an area.By the end of this book, you’ll be equipped with the skills you need to apply unsupervised algorithms on cluttered datasets to find useful patterns and insights.
"Theory and Practice of Second Language Acquisition" 2016. Vol. 2 (2)
red. Danuta Gabryś-Barker, red. Adam Wojtaszek
Theory and Practice of Second Language Acquisition, Volume 2, Issue 2 to trzeci numer nowopowstałego czasopisma (półrocznik) poświęconego pracom teoretycznym oraz badaniom empirycznym zajmującym się przyswajaniem języka drugiego oraz uczeniem się języka obcego. Jest czasopismem o zasięgu międzynarodowym, gromadzi bowiem Autorów z wielu środowisk akademickich poza Polską. Tegoroczny drugi numer koncentruje się na czynnikach kształtujących motywację do nauki języka obcego, roli blogów w promowaniu wielojęzyczności, przeplataniu się świata wirtualnego z rzeczywistym w kontekście nauczania języka obcego, problemu selektywnego mutyzmu wśród dzieci imigrantów, zmieniającej się roli native speaker’a we współczesnej glottodydaktyce oraz na wykształcaniu specjalistycznych umiejętności w ramach przyswajanego języka obcego. Tak jak poprzednie, obecny numer kierowany jest zarówno do badaczy procesów przyswajania języków, jak i do praktykujących glottodydaktyków.
Michaël Hoarau
Being a business analyst and data scientist, you have to use many algorithms and approaches to prepare, process, and build ML-based applications by leveraging time series data, but you face common problems, such as not knowing which algorithm to choose or how to combine and interpret them. Amazon Web Services (AWS) provides numerous services to help you build applications fueled by artificial intelligence (AI) capabilities. This book helps you get to grips with three AWS AI/ML-managed services to enable you to deliver your desired business outcomes.The book begins with Amazon Forecast, where you’ll discover how to use time series forecasting, leveraging sophisticated statistical and machine learning algorithms to deliver business outcomes accurately. You’ll then learn to use Amazon Lookout for Equipment to build multivariate time series anomaly detection models geared toward industrial equipment and understand how it provides valuable insights to reinforce teams focused on predictive maintenance and predictive quality use cases. In the last chapters, you’ll explore Amazon Lookout for Metrics, and automatically detect and diagnose outliers in your business and operational data.By the end of this AWS book, you’ll have understood how to use the three AWS AI services effectively to perform time series analysis.
Gian Marco Iodice, Ronan Naughton
This book explores TinyML, a fast-growing field at the unique intersection of machine learning and embedded systems to make AI ubiquitous with extremely low-powered devices such as microcontrollers.The TinyML Cookbook starts with a practical introduction to this multidisciplinary field to get you up to speed with some of the fundamentals for deploying intelligent applications on Arduino Nano 33 BLE Sense and Raspberry Pi Pico. As you progress, you’ll tackle various problems that you may encounter while prototyping microcontrollers, such as controlling the LED state with GPIO and a push-button, supplying power to microcontrollers with batteries, and more. Next, you’ll cover recipes relating to temperature, humidity, and the three “V” sensors (Voice, Vision, and Vibration) to gain the necessary skills to implement end-to-end smart applications in different scenarios. Later, you’ll learn best practices for building tiny models for memory-constrained microcontrollers. Finally, you’ll explore two of the most recent technologies, microTVM and microNPU that will help you step up your TinyML game.By the end of this book, you’ll be well-versed with best practices and machine learning frameworks to develop ML apps easily on microcontrollers and have a clear understanding of the key aspects to consider during the development phase.
Gian Marco Iodice
Discover the incredible world of tiny Machine Learning (tinyML) and create smart projects using real-world data sensors with the Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano.TinyML Cookbook, Second Edition, will show you how to build unique end-to-end ML applications using temperature, humidity, vision, audio, and accelerometer sensors in different scenarios. These projects will equip you with the knowledge and skills to bring intelligence to microcontrollers. You'll train custom models from weather prediction to real-time speech recognition using TensorFlow and Edge Impulse.Expert tips will help you squeeze ML models into tight memory budgets and accelerate performance using CMSIS-DSP.This improved edition includes new recipes featuring an LSTM neural network to recognize music genres and the Faster-Objects-More-Objects (FOMO) algorithm for detecting objects in a scene. Furthermore, you’ll work on scikit-learn model deployment on microcontrollers, implement on-device training, and deploy a model using microTVM, including on a microNPU. This beginner-friendly and comprehensive book will help you stay up to date with the latest developments in the tinyML community and give you the knowledge to build unique projects with microcontrollers!
TinyML. Wykorzystanie TensorFlow Lite do uczenia maszynowego na Arduino i innych mikrokontrolerach
Pete Warden, Daniel Situnayake
Może się wydawać, że profesjonalne systemy uczenia maszynowego wymagają sporych zasobów mocy obliczeniowej i energii. Okazuje się, że niekoniecznie: można tworzyć zaawansowane, oparte na sieciach neuronowych aplikacje, które doskonale poradzą sobie bez potężnych procesorów. Owszem, praca na mikrokontrolerach podobnych do Arduino lub systemach wbudowanych wymaga pewnego przygotowania i odpowiedniego podejścia, jest to jednak fascynujący sposób na wykorzystanie niewielkich urządzeń o niskim zapotrzebowaniu na energię do tworzenia zdumiewających projektów. Ta książka jest przystępnym wprowadzeniem do skomplikowanego świata, w którym za pomocą techniki TinyML wdraża się głębokie uczenie maszynowe w systemach wbudowanych. Nie musisz mieć żadnego doświadczenia z zakresu uczenia maszynowego czy pracy z mikrokontrolerami. W książce wyjaśniono, jak można trenować modele na tyle małe, by mogły działać w każdym środowisku - również Arduino. Dokładnie opisano sposoby użycia techniki TinyML w tworzeniu systemów wbudowanych opartych na zastosowaniu ucze nia maszynowego. Zaprezentowano też kilka ciekawych projektów, na przykład dotyczący budowy urządzenia rozpoznającego mowę, magicznej różdżki reagującej na gesty, a także rozszerzenia możliwości kamery o wykrywanie ludzi. W książce między innymi: praca z Arduino i innymi mikrokontrolerami o niskim poborze mocy podstawy uczenia maszynowego, budowy i treningu modeli TensorFlow Lite i zestaw narzędzi Google dla TinyML bezpieczeństwo i ochrona prywatności w aplikacji optymalizacja modelu tworzenie modeli do interpretacji różnego rodzaju danych Ograniczone zasoby? Poznaj TinyML!