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Classroom Contents
Understanding and Using AI and Machine Learning 101
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- 1 intro
- 2 preamble
- 3 where to use ai & ml 101
- 4 about viscosity
- 5 agenda
- 6 the economic potential of genai
- 7 symbiotic coming relationship; you & robots
- 8 the brain center at whipple's & chatgpt
- 9 robotics / automation impact to jobs
- 10 leverage - db, gps & robotics
- 11 the obsolete man
- 12 autonomous database - replacing the dba?
- 13 biju thomas - emerging jobs devloper/dba
- 14 characteristics of big data - the five v's
- 15 converged database
- 16 what you need; nick of time
- 17 a robot may not look like one!
- 18 autonomous db : future dba & robot db
- 19 oracle machine learning: brief highlights only
- 20 ml process supervised learning
- 21 business understanding
- 22 oaa model build and real-time sql apply
- 23 dbms_data_mining oracle algorithms
- 24 ml learning in adw/atp
- 25 a game of pool
- 26 oracle ml algorithms and analytics in oracle db
- 27 decision tree algorithm ml classifier
- 28 oml oaa oracle data mining sql sample partial
- 29 random forest ml classifier
- 30 neural network
- 31 one-class svm ml anomaly detection
- 32 hierarchical k-means ml cluster
- 33 seasonal, irregular & missing data: time series algorithm
- 34 linear model regression
- 35 generalized linear model glm
- 36 principal component analysis attribute importance
- 37 living doll
- 38 apriori / market based association rules
- 39 singular value decomposition feature extraction
- 40 principal component analysis feature extraction
- 41 in his image
- 42 number 12 looks like you 2020
- 43 sql analytics windows / patterns / aggregates
- 44 statistical functions in oracle partial list
- 45 ml ffunctions - oracle docs
- 46 autml is here for autonomous db
- 47 time enough at last for ml with automl
- 48 ml & ai - oracle's built-in algorithms
- 49 biju thomas at odtug
- 50 ml & business apps
- 51 applications - ai powered; analytics & ml
- 52 oracle genai
- 53 sql generation from natural language using llm
- 54 think of it as an assistant 60-70%
- 55 apex development speed- genai
- 56 genai writes the sql
- 57 what's next: a worldwide race to build ai
- 58 healthcare driving oracle to better ai products
- 59 oracle driving first responders with tesla
- 60 openai - ten years later... the baby talks!
- 61 generative ai - things to know...
- 62 chat gpt
- 63 google's bard
- 64 transformers - google, 2017
- 65 generative ai: gpt & chatgpt
- 66 chatgpt-4
- 67 oracle vector db
- 68 from juan loaiza interview
- 69 vecotr search
- 70 create table with vector data type & blob
- 71 retrieval augmented generation
- 72 answer detailed questions / supply manuals
- 73 ask question & reference document ai searches
- 74 from stanford paper
- 75 robots we grew up with... movie robots... closer to the future... today's robots
- 76 genai inside apex, sensors, robots... etc.
- 77 use oracle va with robots
- 78 db, ai & vr
- 79 a world of difference getting closer
- 80 the after hours future sentience issues ahead
- 81 the digital transformation ahead
- 82 digital - how did we go from magical to toxic?
- 83 gartner 2020 hype cycle
- 84 quantum computing makes ml fast enough!
- 85 3 types of ai
- 86 final thoughts
- 87 summary
- 88 thank you!
