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會員
AI Blueprints
最新章節:
Index
AIBlueprintsgivesyouaworkingframeworkandthetechniquestobuildyourownsuccessfulAIbusinessapplications.You’lllearnacrosssixbusinessscenarioshowAIcansolvecriticalchallengeswithstate-of-the-artAIsoftwarelibrariesandawellthoughtoutworkflow.Alongthewayyou’lldiscoverthepracticaltechniquestobuildAIbusinessapplicationsfromfirstdesigntofullcodinganddeployment.TheAIblueprintsinthisbooksolvekeybusinessscenarios.ThefirstblueprintusesAItofindsolutionsforbuildingplansforcloudcomputingthatareon-timeandunderbudget.ThesecondblueprintinvolvesanAIsystemthatcontinuouslymonitorssocialmediatogaugepublicfeelingaboutatopicofinterest-suchasself-drivingcars.You’lllearnhowtoapproachAIbusinessproblemsandapplyblueprintsthatcanensuresuccess.ThenextAIscenarioshowsyouhowtoapproachtheproblemofcreatingarecommendationengineandmonitoringhowthoserecommendationsperform.Thefourthblueprintshowsyouhowtousedeeplearningtofindyourbusinesslogoinsocialmediaphotosandassesshowpeopleinteractwithyourproducts.Learnthepracticaltechniquesinvolvedandhowtoapplytheseblueprintsintelligently.Thefifthblueprintisabouthowtobestdesigna‘trendingnow’sectiononyourwebsite,muchliketheoneweknowfromTwitter.ThesixthblueprintshowshowtocreatehelpfulchatbotssothatanAIsystemcanunderstandcustomers’questionsandanswerthemwithrelevantresponses.ThisbookcontinuouslydemonstratesaworkingframeworkandstrategyforbuildingAIbusinessapplications.Alongtheway,you’llalsolearnhowtoprepareforfutureadvancesinAI.You’llgainaworkflowandatoolboxofpatternsandtechniquessothatyoucancreateyourownsmartcode.
目錄(66章)
倒序
- 封面
- 版權頁
- Why subscribe?
- Packt.com
- Foreword
- Contributors
- About the author
- About the reviewer
- Packt is searching for authors like you
- Preface
- Who this book is for
- What this book covers
- What you need for this book
- Get in touch
- Chapter 1. The AI Workflow
- AI isn't everything
- The AI workflow
- Overview of the chapters
- Summary
- Chapter 2. A Blueprint for Planning Cloud Infrastructure
- The problem goal and business case
- Method – constraint solvers
- Deployment strategy
- Continuous evaluation
- Summary
- Chapter 3. A Blueprint for Making Sense of Feedback
- The problem goal and business case
- Method – sentiment analysis
- Deployment strategy
- Continuous evaluation
- Summary
- Chapter 4. A Blueprint for Recommending Products and Services
- Usage scenario – implicit feedback
- Content-based recommendations
- Collaborative filtering recommendations
- Deployment strategy
- Continuous evaluation
- Summary
- Chapter 5. A Blueprint for Detecting Your Logo in Social Media
- The rise of machine learning
- Goal and business case
- Neural networks and deep learning
- TensorFlow and Keras
- YOLO and Darknet
- Continuous evaluation
- Summary
- Chapter 6. A Blueprint for Discovering Trends and Recognizing Anomalies
- Overview of techniques
- Discovering linear trends
- Discovering seasonal trends
- Recognizing anomalies
- Deployment strategy
- Summary
- Chapter 7. A Blueprint for Understanding Queries and Generating Responses
- The problem goal and business case
- Method – NLP + logic programming + NLG
- A second example – college course advising
- Continuous evaluation
- Summary
- Chapter 8. Preparing for Your Future and Surviving the Hype Cycle
- Always one step ahead
- The state of things
- Understanding the hype cycle of AI
- The next big thing
- Summary
- Index 更新時間:2021-06-11 13:33:03
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