Mastering the Data Evolution：AI, Graph Modeling, & Tactical Curation_Rudden_opt

1. Introduction2. Journey Start3. Deep Dive4. Call to Action5. Conclusion BethRuddenIbeth@bast.ai 1. Introduction2. Journey Start3. Deep Dive4. Call to Action5. Conclusion BethRuddenIbeth@bast.ai time in late2018 amazon Adding versioned data andontologies to explainable Al canrevolutionize how we interpret Abehavior. It can turn it into atransparent process that invites usertrust by showing how evolvingknowledge shapes Al decisions. word aboutedamame & apromise fromme to you. 1. Introduction Agenda2. Journey Start: Point of View: Current Reality. Envisioned Future3. Deep Dive4. Call to Action5. Conclusion BethRuddenIbeth@bast.ai TRUTHIS ONLYWHATLSEE & EXPERIENCE An ontology is thestudy of the natureofyour reality basedonthe languageyou use. All data is an artifact of ahumanexperience. Ahuman either createsthedata or createsthe systemthat createsthe data. 1. Introduction Agenda2. Journey Start: Point of View. Current Reality. Envisioned Future3. Deep Dive4. Call to Action5. Conclusion BethRuddenIbeth@bast.ai Reality Industrial Revolution andSociety 5.0 2.0Electrification 3.0Automation 1.0Mechanisation 4.0Digitalisation 5.0Personalisation The interdependence ofman and machine usingcognitive computingand human intelligence.Masscustomizationandpersonalizationfor humans. The use of cyberphysical systems onconnected devicesto automateprocesses further. Automatedproductiondue to the rise ofelectronics,telecommunicationsand computers. The introduction ofindustrial productionequipment drivenbywaterand steampower. Mass production usingelectrical energy andassembly lines. -> Output 1. Introduction Agenda2. Journey Start: Point of View. Current Reality: Envisioned Future3. Deep Dive4. Call to Action5. Conclusion BethRuddenIbeth@bast.ai Trends Today is the worst that ourtechnology will ever be. Amy Webb sxsW 2024 - Future2.ConnectedEcosystem ofthings 1. ArtificialIntelligence 1. ArtificialIntelligence 2. ConnectedEcosystem ofthings 3. Biotechnology (younger) self. 1.introduction2. Journey Start Agenda3. Deep Dive: Key ConceptsDemo Transformation: Audience Participation4. Call to Action5. Conclusion BethRuddenIbeth@bast.ai Intelligence human intelligence and thought processes. biased Remember? Wereduceevento their key Wediscardspecificstoformgeneralities WhatshouldWeWeeditandreinforcesomememoriesafterthefact Toact,wemustbeconfidentwecanmakeanimpactandfeelwhatwedoisimportant Need ToAct Fast Weproassumpt we'refamiliar with orfond ofasbetter Wesimplifyprobabilitiesandnumberstomakethemeasiertothinkabout nowwhatarethinking Too MuchInformation Wearedrawntodetailsthatconfirmourownexistingbeliefs Ontologies What areOntologies ? Demo of anemotion ontology Why are they souseful ? Continuouslylearning Scalable Explainable Ontologiesfunctionlikea'brain'.They'workandreason'withconceptsandrelationshipsinwaysthat areclosetothewayhumansperceiveinterlinkedconcepts. Easytoextendandaddto existing ontologies.Asa result,modelevolveswiththeaugmentingdata structure withoutimpacting relatedsystems. Concepts directly relatedto aparticularskill isused,as well as anyknown languagevariation (Beyondkeywordsearching) Ontologydevelopmentisaniterative process.Itiscontinuouslyimprovingand validating(machine and human) Ontdlogy Versioning Ensures auditabilityand traceability of datatransformations,enhancing trust andcompliance. Being able to go backin time and renderlineage and provenancefor every prediction. Proof of authenticity Agenda.ntroduction2. Journey Start3. Deep Dive: Key Concepts: Demo Transformation: Audience Participation4. Call to Action5. Conclusion BethRuddenIbeth@bast.ai Context:Momoffourkiddosreturnstowork without:Keywords,recommentationsthatdon't align with their life situation. With Ontologies: Finds jobs with "flexibleworkinghours,""childcare support,etc. With Versioning: Updated with every jobapplied and metadatato helpthe momunderstand whysherecieved the jobsrecommendationbasedonherskillswhichshe canthentweakbased onherpreferences. Context:Employersareflooded with GPTgenerated resumes. Without:Misses nuances and predicts thatthe next employees look identical to theexisting ones. WithOntologies:Understandsrelationships and workmotivationthatalign with company culture. Scenerio 2: Employer RecruitmentWith Versioning: Recommends new jobsfor existing employees, creating retentionandcareerpathsforupskillingemployees. Agenda1.introduction2. Journey Start3. Deep Dive: Key Concepts: Demo Transformation: Audience Participation4. Call to Action5. Conclusion BethRuddenIbeth@bast.ai Question 1:Have an intuition about howsomeone is feeling based on asingle digital response thatmay come from across theglobe ? I think my phone is spying onme? Have had to forcefully look awayfrom the phone because it wasmaking you sick ? Agenda1. Introduction2. Journey Start3. Deep Dive4. Call to Action: What's at stake. How to implementchange5. Conclusion: Join usBethRudden