Read Robot Learning from Human Teachers (Synthesis Lectures on Artificial Intelligence and Machine Le)
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Book Details :
Published on: 2014-05-01
Released on:
Original language: English
Learning from Demonstration (LfD) explores techniques for learning a task policy from examples provided by a human teacher. The field of LfD has grown into an extensive body of literature over the past 30 years, with a wide variety of approaches for encoding human demonstrations and modeling skills and tasks. Additionally, we have recently seen a focus on gathering data from non-expert human teachers (i.e., domain experts but not robotics experts). In this book, we provide an introduction to the field with a focus on the unique technical challenges associated with designing robots that learn from naive human teachers. We begin, in the introduction, with a unification of the various terminology seen in the literature as well as an outline of the design choices one has in designing an LfD system. Chapter 2 gives a brief survey of the psychology literature that provides insights from human social learning that are relevant to designing robotic social learners. Chapter 3 walks through an LfD interaction, surveying the design choices one makes and state of the art approaches in prior work. First, is the choice of input, how the human teacher interacts with the robot to provide demonstrations. Next, is the choice of modeling technique. Currently, there is a dichotomy in the field between approaches that model low-level motor skills and those that model high-level tasks composed of primitive actions. We devote a chapter to each of these. Chapter 7 is devoted to interactive and active learning approaches that allow the robot to refine an existing task model. And finally, Chapter 8 provides best practices for evaluation of LfD systems, with a focus on how to approach experiments with human subjects in this domain. Creamies Back in the late 1950s Creamies was asked by a grade school principal to make a frozen treat with milk instead of sugar water. Creamies developed an ice milk bar made ... Doctoral Dissertations Available from Proquest ... Submissions from 2014. Amoroso Jon William (2014) Reactive Probes for Manipulating Polyketide Synthases and Photoreactive Probes for Strained Alkyne Click Chemistry Wizkids Dedicated to creating games driven by imagination Prepare to do fearsome battle in the Regional Championships for HeroClix and Dice Masters as well as many other amazing side events in the Winter 2017 WizKids Open. Artificial intelligence - Wikipedia Artificial intelligence (AI) is intelligence exhibited by machines. In computer science an ideal "intelligent" machine is a flexible rational agent that perceives ... Furk.net Furk.net is your personal secure storage that fetches media files and lets you stream them immediately You can use it to stream video or listen to your music from PC ... Analytical Instrument Repair & Calibration Moyer Instruments Inc. offers repair or calibration of analytical laboratory instruments such as Spectrophotometers GC AA TGA TOC HPLC pH meters Analyzers ... Scientific FAQs Dr. Caroline Leaf Read about Dr. Leaf's scientific frequently asked questions. ... Dr. Leaf's Approach to the Emotional Intellectual and Mental Health Aspects of Medically Diagnosed ... Essay Writing Service - EssayErudite.com Custom Writing ... We provide excellent essay writing service 24/7. Enjoy proficient essay writing and custom writing services provided by professional academic writers. BibMe: Free Bibliography & Citation Maker - MLA APA ... Using other peoples research or ideas without giving them due credit is plagiarism. Since BibMe makes it easy to create citations build bibliographies and ... Perceived Usefulness Perceived Ease of Use and User ... Valid measurement scales for predicting user acceptance of computers are in short supply. Most subjective measures used in practice are unvalidated and their ...
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