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1
intro
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preamble
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where to use ai & ml 101
4
about viscosity
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agenda
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the economic potential of genai
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symbiotic coming relationship; you & robots
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the brain center at whipple's & chatgpt
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robotics / automation impact to jobs
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leverage - db, gps & robotics
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the obsolete man
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autonomous database - replacing the dba?
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biju thomas - emerging jobs devloper/dba
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characteristics of big data - the five v's
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converged database
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what you need; nick of time
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a robot may not look like one!
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autonomous db : future dba & robot db
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oracle machine learning: brief highlights only
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ml process supervised learning
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business understanding
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oaa model build and real-time sql apply
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dbms_data_mining oracle algorithms
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ml learning in adw/atp
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a game of pool
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oracle ml algorithms and analytics in oracle db
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decision tree algorithm ml classifier
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oml oaa oracle data mining sql sample partial
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random forest ml classifier
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neural network
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one-class svm ml anomaly detection
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hierarchical k-means ml cluster
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seasonal, irregular & missing data: time series algorithm
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linear model regression
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generalized linear model glm
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principal component analysis attribute importance
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living doll
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apriori / market based association rules
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singular value decomposition feature extraction
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principal component analysis feature extraction
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in his image
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number 12 looks like you 2020
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sql analytics windows / patterns / aggregates
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statistical functions in oracle partial list
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ml ffunctions - oracle docs
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autml is here for autonomous db
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time enough at last for ml with automl
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ml & ai - oracle's built-in algorithms
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biju thomas at odtug
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ml & business apps
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applications - ai powered; analytics & ml
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oracle genai
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sql generation from natural language using llm
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think of it as an assistant 60-70%
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apex development speed- genai
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genai writes the sql
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what's next: a worldwide race to build ai
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healthcare driving oracle to better ai products
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oracle driving first responders with tesla
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openai - ten years later... the baby talks!
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generative ai - things to know...
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chat gpt
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google's bard
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transformers - google, 2017
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generative ai: gpt & chatgpt
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chatgpt-4
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oracle vector db
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from juan loaiza interview
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vecotr search
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create table with vector data type & blob
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retrieval augmented generation
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answer detailed questions / supply manuals
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ask question & reference document ai searches
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from stanford paper
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robots we grew up with... movie robots... closer to the future... today's robots
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genai inside apex, sensors, robots... etc.
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use oracle va with robots
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db, ai & vr
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a world of difference getting closer
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the after hours future sentience issues ahead
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the digital transformation ahead
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digital - how did we go from magical to toxic?
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gartner 2020 hype cycle
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quantum computing makes ml fast enough!
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3 types of ai
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final thoughts
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summary
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thank you!
Description:
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Dive into a comprehensive conference talk on AI and Machine Learning fundamentals, exploring their applications and impact across various industries. Learn about the economic potential of generative AI, the symbiotic relationship between humans and robots, and the evolving role of database administrators. Discover the characteristics of big data, autonomous databases, and Oracle Machine Learning algorithms. Explore decision trees, random forests, neural networks, and other ML techniques. Gain insights into SQL analytics, statistical functions, and AutoML capabilities. Examine the latest developments in generative AI, including ChatGPT and Google's Bard. Understand vector databases, retrieval augmented generation, and the future of AI in business applications. Reflect on the digital transformation ahead, quantum computing's impact on ML, and the three types of AI. Conclude with final thoughts on the rapidly evolving AI landscape and its implications for the future of technology and society. Read more

Understanding and Using AI and Machine Learning 101

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#Computer Science #Artificial Intelligence #Data Science #Data Mining #Machine Learning #Neural Networks #Programming #Domain-Specific Languages (DSL) #SQL #Natural Language Processing (NLP) #LLM (Large Language Model) #ChatGPT #Databases #Vector Databases #Generative AI #Oracle Database
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