LEADER 00000cam a2200529Mi 4500 001 on1082172343 003 OCoLC 005 20210702123132.6 006 m o d 007 cr |n|---||||| 008 190112s2018 enk o 000 0 eng d 019 1080999892 020 1788997972 020 9781788997973|q(electronic book) 035 (OCoLC)1082172343|z(OCoLC)1080999892 040 EBLCP|beng|epn|cEBLCP|dYDX|dMERUC|dUKAHL|dOCLCQ|dRDF |dOCLCO|dOCLCF|dN$T|dOCLCQ 049 RIDW 050 4 Q335|b.E257 2018 082 04 006.3|223 090 Q335|b.E257 2018 100 1 Eckroth, Joshua. 245 10 AI Blueprints :|bHow to Build and Deploy AI Business Projects. 264 1 Birmingham :|bPackt Publishing Ltd,|c2018. 300 1 online resource (251 pages) 336 text|btxt|2rdacontent 337 computer|bc|2rdamedia 338 online resource|bcr|2rdacarrier 347 text file|2rdaft 505 0 Cover; Copyright; Mapt Upsell; Contributors; Table of Contents; Preface; Chapter 1: The AI Workflow; AI isn't everything; The AI workflow; Characterize the problem; Checklist; Develop a method; Checklist; Design a deployment strategy; Checklist; Design and implement a continuous evaluation; Checklist; Overview of the chapters; Summary; Chapter 2: Planning Cloud Infrastructure; The problem, goal, and business case; Method -- constraint solvers; OptaPlanner; Deployment strategy; Continuous evaluation; Summary; Chapter 3: Making Sense of Feedback; The problem, goal, and business case 505 8 Method -- sentiment analysisDeployment strategy; CoreNLP processing pipeline; Twitter API; The GATE platform; Reddit API; News API; Dashboard with plotly.js and Dash; Continuous evaluation; Retraining CoreNLP sentiment models; Summary; Chapter 4: Recommending Products and Services; Usage scenario -- implicit feedback; Content- based recommendations; Collaborative filtering recommendations; BM25 weighting; Matrix factorization; Deployment strategy; Continuous evaluation; Calculating precision and recall for BM25 weighting; Online evaluation of our recommendation system; Summary 505 8 Chapter 5: Detecting Your Logo in Social MediaThe rise of machine learning; Goal and business case; Neural networks and deep learning; Deep learning; Convolutions; Network architecture; Activation functions; TensorFlow and Keras; YOLO and Darknet; Continuous evaluation; Summary; Chapter 6: Discovering Trends and Recognizing Anomalies; Overview of techniques; Discovering linear trends; Discovering dynamic linear trends with a sliding window; Discovering seasonal trends; ARIMA; Dynamic linear models; Recognizing anomalies; Z-scores with static models; Z-scores with sliding windows; RPCA 505 8 ClusteringDeployment strategy; Summary; Chapter 7: Understanding Queries and Generating Responses; The problem, goal, and business case; Our approach; The Pokémon domain; The course advising domain; Method -- NLP + logic programming + NLG; NLP with Rasa; Logic programming with Prolog and tuProlog; Prolog unification and resolution; Using Prolog from Java with tuProlog; Pokémon in Prolog; Natural language generation with SimpleNLG; A second example -- college course advising; Continuous evaluation; Summary; Chapter 8: Preparing for Your Future and Surviving the Hype Cycle; Always one step ahead 505 8 The state of thingsNatural language processing; Computer vision; Expert systems and business rules; Planning and scheduling; Robotics; Understanding the hype cycle of AI; The next big thing; Summary; Other Books You May Enjoy; Leave a review -- let other readers know what you think; Index 520 This book shows how to build intelligent applications to solve business needs. Several paradigms of AI are covered, including deep learning, natural language processing, planning, and logic programming. Each project is developed with a business goal in mind and care is taken to address deployment and evaluation issues. Dr. Joshua Eckroth ... 588 0 Print version record. 590 eBooks on EBSCOhost|bEBSCO eBook Subscription Academic Collection - North America 650 0 Artificial intelligence.|0https://id.loc.gov/authorities/ subjects/sh85008180 650 7 Artificial intelligence.|2fast|0https://id.worldcat.org/ fast/817247 655 4 Electronic books. 776 08 |iPrint version:|aEckroth, Joshua.|tAI Blueprints : How to Build and Deploy AI Business Projects.|dBirmingham : Packt Publishing Ltd, ©2018|z9781788992879 856 40 |uhttps://rider.idm.oclc.org/login?url=https:// search.ebscohost.com/login.aspx?direct=true&scope=site& db=nlebk&AN=1993338|zOnline ebook via EBSCO. Access restricted to current Rider University students, faculty, and staff. 856 42 |3Instructions for reading/downloading the EBSCO version of this ebook|uhttp://guides.rider.edu/ebooks/ebsco 901 MARCIVE 20231220 948 |d20210708|cEBSCO|tEBSCOebooksacademic NEW 5016 |lridw 994 92|bRID