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With detailed notes, tables, and examples, this handy reference will help you navigate the basics of structured machine learning. Author Matt Harrison delivers a valuable guide that you can use for additional support during training and as a convenient resource when you dive into your next machine learning project. Ideal for programmers, data scientists, and AI engineers, this book includes an overview of the machine learning process and walks you through classification with structured data. You’ll also learn methods for clustering, predicting a continuous value (regression), and reducing dimensionality, among other topics. This pocket reference includes sections that cover: Classification, using the Titanic dataset Cleaning data and dealing with missing data Exploratory data analysis Common preprocessing steps using sample data Selecting features useful to the model Model selection Metrics and classification evaluation Regression examples using k-nearest neighbor, decision trees, boosting, and more Metrics for regression evaluation Clustering Dimensionality reduction Scikit-learn pipelines
Presents a comprehensive timeline of American and world history with facts and quotes, contributions to science and the arts, wars and military conflicts, and popular culture, and includes a collection of patriotic poems, speeches, and song lyrics.
Written by residents for residents, Pocket Neurology, 2nd Edition is your go-to resource for essential neurologic information in a high-yield, easy-to-use format. Concise and well organized, it provides must-know information on hospital- and clinic-based neurologic workup, diagnosis, and management. The second edition of this pocket-sized bestseller delivers highly relevant adult neurologic coverage in an easily portable source. Find what you need quickly and easily with concise text, numerous tables, and bulleted lists throughout. Progress logically from neurologic signs and symptoms to differential diagnosis, workup and diagnosis, assessment of risks and benefits of available treatments, to treatment and prognosis. Focus on the most important, highly relevant facts thanks to a, streamlined presentation that allows for more algorithms, tables, diagrams, and images. Stay up to date in every area of neurology with significantly revised chapters on stroke, epilepsy, dementia, and MS, and more drug dosing information regarding inpatient care. Consult this high-yield handbook by clinical presentation, such as coma, stroke, headaches, and seizures, or by special topic, such as neuroimaging, behavioral neurology, and sleep medicine. Learn from neurology residents and beginning neurology fellows in collaboration with attending neurologists at the Massachusetts General Hospital, Brigham and Women’s Hospital, Children’s Hospital Boston, and Beth Israel Deaconess Medical Center.
This incredible resource is a guide to facilitating powerful activities to create more connected and more engaged teams.
A handy, charmingly designed book filled with more than eighty experiments for the whole family--discover, learn, and enjoy a better understanding of basic garden science. From testing garden soil to making a homemade battery out of a potato, this book reveals the hidden science at work in the garden and around the house. The book is divided into four sections, each focusing on one area: biology, soil science, botany, and "kitchen sink" chemistry. Each experiment is straightforward and easy, involving no more than common household items. Learn how to germinate seeds with little more than envelopes and used egg cartons or amaze friends with the art of optical illusion. While learning how to create a homemade ant farm or making a pressed herbarium specimen, kids get grounded in the basic principles of science. The experiments have been designed as participatory learning activities that bring kids and family members together with the aim of developing young people's learning skills, interest in science, and the world around them.
Discover one of the most complete dictionaries in data science. KEY FEATURES ● Simplified understanding of complex concepts, terms, terminologies, and techniques. ● Combined glossary of machine learning, mathematics, and statistics. ● Chronologically arranged A-Z keywords with brief description. DESCRIPTION This pocket guide is a must for all data professionals in their day-to-day work processes. This book brings a comprehensive pack of glossaries of machine learning, deep learning, mathematics, and statistics. The extensive list of glossaries comprises concepts, processes, algorithms, data structures, techniques, and many more. Each of these terms is explained in the simplest words possible. This pocket guide will help you to stay up to date of the most essential terms and references used in the process of data analysis and machine learning. WHAT YOU WILL LEARN ● Get absolute clarity on every concept, process, and algorithm used in the process of data science operations. ● Keep yourself technically strong and sound-minded during data science meetings. ● Strengthen your knowledge in the field of Big data and business intelligence. WHO THIS BOOK IS FOR This book is for data professionals, data scientists, students, or those who are new to the field who wish to stay on top of industry jargon and terminologies used in the field of data science. TABLE OF CONTENTS 1. Chapter one: A 2. Chapter two: B 3. Chapter three: C 4. Chapter four: D 5. Chapter five: E 6. Chapter six: F 7. Chapter seven: G 8. Chapter eight: H 9. Chapter nine: I 10. Chapter ten: J 11. Chapter 11: K 12. Chapter 12: L 13. Chapter 13: M 14. Chapter 14: N 15. Chapter 15: O 16. Chapter 16: P 17. Chapter 17: Q 18. Chapter 18: R 19. Chapter 19 : S 20. Chapter 20 : T 21. Chapter 21 : U 22. Chapter 22 : V 23. Chapter 23: W 24. Chapter 24: X 25. Chapter 25: Y 26. Chapter 26 : Z
Never before have we had access to such a flood of information - internet, tv, radio, mobile phones, etc. But what strategies are children developing to screen it all? They can access information and absorb it as entertainment, but they often lack the skills to approach it critically. For our students to flourish in the information age, it's crucial that we teach them to think. Using the PRICE taxonomy - Processing information, Reasoning, Inquiry, Creative thinking and Evaluation, Anne de A'Echevarria and Ian Patience identify a range of 'thinking problems'. Their five related sections of practical 'thinking tools' will inspire teachers and students alike: there's a wealth of dynamic material for individual lessons and for infusing thinking across the curriculum. The final chapter moves from the 'what' to the 'how' - the craft of teaching thinking. Travel with your students out of the comfort zone into the exciting landscape of the learning zone.
Oxford Learner's Pocket Word Skills can help students increase their vocabulary in one compact easy-to- use book.How? It includes a wide range of subjects covering every day topics as well as topics such as the natural world, communication technology and society. There are also sections on Writing in English, Written exam questions and Spoken English. It includes most of the topics commonly found in course books but teaches a range of vocabulary that course books just don't have space for.The 3,500 words and phrases presented in the book correspond to CEF levels B1-C2 with particular emphasis on B2 and C1 making it ideal for students who are preparing for IELTS, Cambridge English: First or Cambridge English: Advanced.The popular red 'cover and check' card allows students to test themselves on new vocabulary by making the new words in the tables, or glossary, disappear. They can then try to remember the word or phrase that is being defined. They can do this as many times as they like until they are sure they have learned it.
Tarascon Medical Procedures Pocketbook is an evidence-based, point of care reference guide to common ambulatory care and hospital procedures. This pocket reference is the perfect resource for the indications, contraindications, necessary equipment, step-by-step technique, fluid analysis, complications and coding for the 45 most commonly performed medical procedures. Tarascon Medical Procedures Pocketbook is packed with over 200 tables and figures that depict the proper technique used for performing each procedure. Tarascon Medical Procedures Pocketbook is an essential medical reference for clinicians, medical students, residents and midlevel providers who perform medical procedures in outpatient or inpatient settings. Click here to view the corrected image 7-3 Running Stitch.