Uncharted Together- Navigating AI's New Frontiers in Libraries
bpichman
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43 slides
Jul 14, 2024
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About This Presentation
Journey into the heart of innovation where the collaborative spirit between information professionals, technologists, and researchers illuminates the path forward through AI's uncharted territories. This opening keynote celebrates the unique potential of special libraries to spearhead AI-driven ...
Journey into the heart of innovation where the collaborative spirit between information professionals, technologists, and researchers illuminates the path forward through AI's uncharted territories. This opening keynote celebrates the unique potential of special libraries to spearhead AI-driven transformations. Join Brian Pichman as we saddle up to ride into the history of Artificial Intelligence, how its evolved over the years, and how its transforming today's frontiers. We will explore a variety of tools and strategies that leverage AI including some new ideas that may enhance cataloging, unlock personalized user experiences, or pioneer new ways to access specialized research. As with any frontier exploration, we will confront shared ethical challenges and explore how joint efforts can not only navigate but also shape AI's impact on equitable access and information integrity in special libraries. For the remainder of the conference, we will equip you with a "digital compass" where you can submit ideas and thoughts of what you've learned in sessions for a final reveal in the closing keynote.
Size: 33.43 MB
Language: en
Added: Jul 14, 2024
Slides: 43 pages
Slide Content
Uncharted Together:
Navigating AI's New Frontiers in Libraries
Brian Pichman
Evolve Project | Brian Pichman 2https://links.evolveproject.org/sla2024
Welcome
https://links.evolveproject.org/sla2024
Journey into the heart of innovation where the collaborative spirit between
information professionals, technologists, and researchers illuminates the path
forward through AI's uncharted territories. This opening keynote celebrates the
unique potential of special libraries to spearhead AI-driven transformations. Join
Brian Pichman as we saddle up to ride into the history of Artificial Intelligence,
how its evolved over the years, and how its transformingtoday's frontiers. We
will explore a variety of tools and strategies that leverage AI including some new
ideas that may enhance cataloging, unlock personalized user experiences, or
pioneer new ways to access specialized research. As with any frontier
exploration, we will confront shared ethical challenges and explore how joint
efforts can not only navigate but also shape AI's impact on equitable access and
information integrity in special libraries. For the remainder of the conference,
we will equip you with a "digital compass" where you can submit ideas and
thoughts of what you've learned in sessions for a final reveal in the closing
keynote.
Been around libraries all my life
So then I got a library job … it would be fun they said
A Few Disclaimers
Before we get started
Remember when…
…and as always technology
is inherently neutral. It can
be used for good things
or bad things.
Evolve Project | Brian Pichman 10https://links.evolveproject.org/sla2024
Examples
MORNING ACTIVITY
using your phone, we have a couple of questions to
ask you and using AI to analyze your responses
Tool: StreamAlive
Evolve Project | Brian Pichman 12https://links.evolveproject.org/sla2024
Locations~
Evolve Project | Brian Pichman 13https://links.evolveproject.org/sla2024
Locations World!
Evolve Project | Brian Pichman 14https://links.evolveproject.org/sla2024
Evolve Project | Brian Pichman 15https://links.evolveproject.org/sla2024
16
Exploring Artificial Intelligence… and its many flavors
What is this “AI” stuff
Artificial Intelligence, or AI, has been around for many years. Recently it sparked a huge amount of interest because of the success of OpenAI’s
conversational AI and Generative AI. We are going to explore the various components of AI and the various “flavors”.
Defining AI
the theory and development of computer systems able to perform tasks that
normally require human intelligence, such as visual perception, speech
recognition, decision-making, and translation between languages.
What is Machine Learning
Machine Learning is a subset of Artificial Intelligence that uses algorithms and
statistical models to allow a computer system to make decisions around a
specific task without explicit instructions; relying on patterns and inference
Evolve Project | Brian Pichman 19https://links.evolveproject.org/sla2024
When talking about AI…
People will have one of two reactions:
Evolve Project | Brian Pichman 20https://links.evolveproject.org/sla2024
AI is becoming more available to the masses; being incorporated into our
smart phones, our connected homes, and simple robots we already use
today such from robot vacuum cleaners to our smart cameras. With
more accessible cloud-computing, open source, and the making
community, this field will continue to rapidly expand.
More Widely Available
Using AI
Success with AI won’t mainly come from a
small number of experts thinking hard in a
back room; it will come from democratizing
AI — getting everyone in your organization
playing with all the very friendly, easy-to-
use AI tools that are out there.
Evolve Project | Brian Pichman 21https://links.evolveproject.org/sla2024
What makes up an intelligent system? AI Components
Logic and Rules Based
Computer makes decisions
based on a decision tree, logic
rules, or a predefined process
with a calculated result.
Pattern Based
(Machine Learning)
Computer learns overtime by
using data and algorithms to
detect patterns.
Deep Learning
Deep Learning is a subset of
Machine Learning that
enables the computer to
make decisions on its own.
Neural Networks
A neural network allows an AI
to make its own conclusions,
where a simple pattern-only
based AI must rely solely on
data. A neural network
allows deep learning to
function.
Evolve Project | Brian Pichman 22https://links.evolveproject.org/sla2024
Flash Light ExamplesUnderstanding AI
If an ML algorithm makes an
inaccurate prediction, then the
engineer needs to correct. In DL,
the algorithms can determine on
their own if a prediction is accurate
or not.
Deep Learning
Allow machines to make to their
own accurate decisions without
intervention from engineer
Neural Networks
If detects {dark} turn on {light}
Logic Rules
it’s performing a function with the
data given and gets progressively
better at that function
Machine Learning
Eventually, the system can turn
on the light with other queues
such as “I can’t see”
DL “Code”
Flashlight will turn on automatically
as it learns other words for “dark”
picking up on phrases that contains
the word
ML “Code”:
Evolve Project | Brian Pichman 23https://links.evolveproject.org/sla2024
create an algorithm that can teach itself without any external helpPattern Recognition
Unstructured Data
Previously, for AI to understand data, it had to be carefully
organized and tagged. Now, it can digest unstructured data
and make determinations
Self Learning
The advance machine learning
system makes decisions by
analyzing its own data and
making patterns
Learning on Examples
This method is used when a
machine learns through examples.
For instance, Google’s automatic
spam filtering learns as users
report spam.
Learning on Experience
The system learns from positive and negative experiences.
Evolve Project | Brian Pichman 24https://links.evolveproject.org/sla2024
The Challenge of AI
25
From Patterns to Automation
AI Models
The idea is that an algorithm will sift through the data, learn from it, and apply it to make a decision. This can be seen in any recommendation type
service. Machine Learning takes it a step farther by automating tasks; helping data security firms identify potential threats or finance looking for
favorable deals.
AI’s can be Transactional in which a question is asked and an answer is given, like a virtual assistant. AI’s can also be Automated in which routine
tasks such automatically taking trash out on garbage day.
Evolve Project | Brian Pichman 26https://links.evolveproject.org/sla2024
Logic and Rules BasedChallenges for AI
Training
Similar to having good data, an AI might
need to learn the correct response for
the correct situation or identify dangers
or inappropriate interactions
Precision
The idea of garbage data in
garbage data out. If you flood
an AI with bad data and don’t
set the proper syntax or
thresholds you will get
incoherent results
Context
AI’s can struggle with understanding context. For
example, asking Siri ”call me an ambulance” may yield “OK,
from now on, I will call you Ambulance”
Evolve Project | Brian Pichman 27https://links.evolveproject.org/sla2024
Run-away AI’sTay (Thinking About You)
Released on March 23 2016 via Twitter, Tay (as TayTweets
on Twitter) was designed to mimic the interactions of 19 year
old girl through learned conversations on Twitter.
Users began tweeting politically incorrect phrases to Tay, and
thus, Tay responded and answered with the learned
inappropriate behavior – as it was it was not taught what the
difference between Good Language and Bad Language was.
Microsoft Artificial Chatter Bot
Evolve Project | Brian Pichman 28https://links.evolveproject.org/sla2024
Run-away AI’sInspirobot.me
I am an artificial intelligence dedicated to generating
unlimited amounts of unique inspirational quotes for endless
enrichment of pointless human existence.
-- From their website
Happy Accidents
Evolve Project | Brian Pichman 30https://links.evolveproject.org/sla2024
The Many Uses of AI
?
AI Can Be Used Almost
Everywhere
There are a variety of tools that
leverage AI that you can use today.
The first part of our day will talk about
the mechanics of these AI uses and
the second part of the day will be
exploring some of our favorite tools.
Evolve Project | Brian Pichman 32https://links.evolveproject.org/sla2024
Generative AI
?
Generative AI
Uses trained data to create any sort of
media – text, audio, or visual content.
The Many Uses of AI
Evolve Project | Brian Pichman 33https://links.evolveproject.org/sla2024
Exploring AIHow Does Generative AI Work?
•Training Data: Generative AI models are trained on a dataset of desired
content.
•Generator Network: Creates new data from random input.
•Iterative Learning: Continuous model adjustments during training to
improve data generation.
•Sampling: Utilizes the trained model to generate new data samples
(improperly done gives you AI “hallucinations”
•Most AI models that generate context are trained on things found on the
World Wide Web
Training Generative AI
Evolve Project | Brian Pichman 34https://links.evolveproject.org/sla2024
Books written by an AI
https://link.springer.com/book/10.1007/978-3-030-16800-1
Evolve Project | Brian Pichman 35https://links.evolveproject.org/sla2024
Generative AILensa App
Evolve Project | Brian Pichman 36https://links.evolveproject.org/sla2024
Generative AIProfessional Headshots
Evolve Project | Brian Pichman 38https://links.evolveproject.org/sla2024
Generative AIWhat is a Deep Fake?
Using Ai to Manipulate an Image or Video
DeepFakes use Ai to generate or manipulate content
Commonly used to create realistic but fabricated videos
Involves digesting content to learn how to mimic the patterns of
the target
Once trained can edit existing or generate new content
Ethical concerns over usage (misinformation, identity theft,
privacy)
Deepswap.ai & faceswap.dev- great tools for practice
Evolve Project | Brian Pichman 39https://links.evolveproject.org/sla2024
Generative AICan AI Detect AI?
It was easy to tell what was AI generated and
what wasn’t – through word choice or if that
text resembles anything in existence. Early AI
detection methods worked with high accuracy.
Early 2022
2024
Now, there has been more content ever created
generated by AI … thus when an AI leverages
that created content as part of its “brain” it won’t
know what’s AI generated or not. Called
“Generative Inbreeding”
Evolve Project | Brian Pichman 40https://links.evolveproject.org/sla2024
Data Perspective in 2019
Evolve Project | Brian Pichman 41https://links.evolveproject.org/sla2024
Some More Estimates
Evolve Project | Brian Pichman 42https://links.evolveproject.org/sla2024
Operational AI
?
Operational AI
Is the use of AI to make day to day
tasks easier – whether that is AI that
joins meetings and takes notes or acts
as a coach. Operational AI also
satisfies departmental needs ranging
from coding to marketing.
The Many Uses of AI
Evolve Project | Brian Pichman 43https://links.evolveproject.org/sla2024
How is AI being used across organizational units?Operational AI
Edit images and remove
content a lot quicker.
Finalize videos.
Editing
Programming
Management
Social Media
Security
Get help writing or debugging code.
Leverage AI to impower your day-
to-day operations
Automatically create content, find
related content, or grow your social
reach.
AI can be used to secure or even
breach infrastructures
Evolve Project | Brian Pichman 44https://links.evolveproject.org/sla2024
Operational AIImage Editing Made Easy
https://booltool.boolv.tech/
Evolve Project | Brian Pichman 45https://links.evolveproject.org/sla2024
Conversational AI
?
Conversational AI
Type of Ai that allows you to communicate just like speaking
to someone else. ChatGPT is a great example.
Leverages many types components to function:
oNatural Language Processing (NLP)
oNatural Language Understanding (NLU)
oNatural Language Generation (NLG)
oSpeech Recognition
oDialog Management
This type of Ai is commonly used in Chatbots, Virtual
Assistants, Interactive Voice Response (IVR) Systems.
The Many Uses of AI
Evolve Project | Brian Pichman 46https://links.evolveproject.org/sla2024
•Leverages opensource Ai architecture leveraging the GPT framework.
•One of the best implementations of Ai that generates human like responses.
•Complete developed to handle natural language understanding and generation.
•Requires training on content to be able to generate responses.
•If trained on bad content or no content cannot deliver quality responses.
“Wise” Conversations
Conversational AIChatGPT
Evolve Project | Brian Pichman 47https://links.evolveproject.org/sla2024
There are a lot of service providers that exist where you can upload your
own unstructured data and train it off your knowledge base, PDFs,
PowerPoints whatever it may be. Then you can ask questions about the
data pulled.
AI Can Collect Data
Training AI Off Your Data
Evolve Project | Brian Pichman 48https://links.evolveproject.org/sla2024
AI Powering Chat Tools
Evolve Project | Brian Pichman 49https://links.evolveproject.org/sla2024
Operational AIAI Personalities
You can ”teach” an AI to be kind, be sarcastic, or even funny.
You can train it on your own data or data that exists already.
AI Can Take On Many Forms of Personalities
Evolve Project | Brian Pichman 50https://links.evolveproject.org/sla2024
…or for companionship…
Evolve Project | Brian Pichman 51https://links.evolveproject.org/sla2024
One Example Tool – Google DialogflowTraining Models
Teach the AI to respond and train on
responses that you feel aren’t correct
Evolve Project | Brian Pichman 52https://links.evolveproject.org/sla2024
Metaverse
?
Digital Twins
This is the understanding of building a
Virtual (or Augmented) Reality
environment for communication or
trainings.
The Many Uses of AI
Evolve Project | Brian Pichman 53https://links.evolveproject.org/sla2024
Imagine a digital twin of a librarian or a tutor that understands the users
needs and builds a relationship with that user to coach and empower
them with their specific job function.
Unique Learning Experiences
MetaverseAI as a Personalized Learning Assistant
Evolve Project | Brian Pichman 54https://links.evolveproject.org/sla2024
Analytical AI
?
Managing Data Better
Use AI to digest information faster
than a human can with more accurate
calculations and new observations
The Many Uses of AI
Evolve Project | Brian Pichman 55https://links.evolveproject.org/sla2024
And How We Use ItOther Forms of AI
Optical Character Recognition
Think of how a picture of your license plate allows
a machine to translate that to text and run a query
to determine who violated a toll.
Also see this in scanners that can take an image
and convert this to text.
Consider how you can take a photo of another
language and have it translate to yours
Advance User Preferences
This is the concept of an AI providing solutions
based on historic user’s preferences and
comparing it to similar users.
Compare how Amazon or Netflix makes
recommendations based on your purchases or
views – or even how Amazon guesses when you
might run out of a specific product.
Sensory Data Analysis
Your wearables that detect heart rate for instance
can determine without user intervention if you
are working out and even what kind of work out
such as jogging or bicycling.
Evolve Project | Brian Pichman 56https://links.evolveproject.org/sla2024
•When editing or using filters in photos (do X to eyes and Y to ears)
•Identification of license plates from an image in a toll violation
•Facebook’s ability to identify and recommend faces in photos
•iPhone users can have their phone categorize people by facial
patterns – in which you then define their name
•Google’s Image Recognition
Examples
How we see AI In Everyday LifeImage Recognition
Think of how we can use facial imaging
to determine moods
Evolve Project | Brian Pichman 57https://links.evolveproject.org/sla2024
AI Cognitive Intelligence
Evolve Project | Brian Pichman 58https://links.evolveproject.org/sla2024
Have AI Powered InsightsUsing AI and Data
•Pull in all data sources to find trends and
predictive analytics.
•AI can also identify objects, do language
translations, and discuss what it sees in a piece
of data, document, or image.
Data Is Important
Evolve Project | Brian Pichman 59https://links.evolveproject.org/sla2024
Have AI Powered InsightsUsing AI and Data
•Microsoft’s built in AI tool is remarkable –
discuss what you are wanting to accomplish
and it can gather the solutions through a
conversation and access to the data in a
spreadsheet.
Office 365 CoPilot
Evolve Project | Brian Pichman 60https://links.evolveproject.org/sla2024
What’s Next??
?
Further Exploring
AI has also expanded its abilities to
understand empathy, robotics, and
more. How can we embrace AI and
help others be ready for the future?
The Many Components of AI
Evolve Project | Brian Pichman 62https://links.evolveproject.org/sla2024
Maslo
63
Tools to Check Out
Session 2
Here are some of our favorite AI powered tools
Evolve Project | Brian Pichman 64https://links.evolveproject.org/sla2024
Playing With Generative AI
?
Play Time
Get a list of awesome apps to check
out with logins provided!
The Many Uses of AI
Evolve Project | Brian Pichman 65https://links.evolveproject.org/sla2024
My Favorite ToolsGenerative AI Tools
Fliki's text to video AI tool, allows
you to generate a wide range of
videos to suit various purposes.
You can generate educational
videos, explainers, product demos,
social media content, YouTube
videos, Tiktok Reels & video ads.
Fliki
fliki.ai
Audio
Rytr is an AI-powered content
generation platform that helps
users create high-quality written
content quickly and efficiently. It
can be used for various purposes,
including writing articles, blog
posts, marketing copy, and more.
Rytr
rytr.me
Text
Is an AI-powered creative
platform that specializes in
generating art and visual content.
It utilizes artificial intelligence and
deep learning algorithms to create
unique and visually striking
artwork, including digital
paintings, illustrations, etc
SuperMachine
supermachine.art
Images
Steve.AI is an online video
creation platform that uses
artificial intelligence (AI) to help
users create videos and
animations. It can help businesses
and brands create videos for social
media, advertising, and
storytelling
Steve.AI
steve.ai
Videos
Evolve Project | Brian Pichman 66https://links.evolveproject.org/sla2024
Generative AISuno.AI
Evolve Project | Brian Pichman 67https://links.evolveproject.org/sla2024
AI Content Creation Tools
Evolve Project | Brian Pichman 68https://links.evolveproject.org/sla2024
Adobe FireFly
Evolve Project | Brian Pichman 69https://links.evolveproject.org/sla2024
Exploring Operational AI
?
My Favorite Tools
Using AI to enable us to be more
efficient and effective through out our
day.
The Many Uses of AI
Evolve Project | Brian Pichman 70https://links.evolveproject.org/sla2024
Life Changing and Time Saving ToolsThree Daily AI Tools
Krisp
Krisp's Ai Algorithms work in real-time to identify and
suppress unwanted sounds, such as background chatter,
keyboard typing, or ambient noise. This helps improve the
overall communication experience by reducing disruptions
and ensuring that participants can hear each other more
clearly.
Poised
Poised leverages Ai to analyze your meetings, presentations,
customer calls, etc to provide you personalized suggestions
and feedback to help you speak confidently and tracks your
progress.
MeetGeek
MeetGeekuses Ai to record, transcribe, summarize and
share meeting notes. The goal of this Ai is to help improve
collaboration, save time, measure performance and also has a
component that integrates with other applications.
Evolve Project | Brian Pichman 71https://links.evolveproject.org/sla2024
MeetGeek
https://superhuman.com/
Evolve Project | Brian Pichman 76https://links.evolveproject.org/sla2024
Manage your own personal brand with AITop Three Tools for Social Media
Quuuensures you'll always have
the freshest, most relevant
content to share with your
followers on social media so you
can automate your content
curation
https://quuu.co/
Quuu
Find Relatable Content
Missinglettr is an all-in-one social
marketing platform that turns
your content into engaging social
media posts and helps you solve
distribution by finding the best
influencers in your niche
https://missinglettr.com/
MissingLettr
Streamline Sharing
Your AI-powered hub for seamless
social media scheduling and
content creation. Elevate your
digital presence with smart
automation and creative tools. Its
like ChatGPT with Canva
https://www.ocoya.com/
Ocoya
Automate Posting with AI
Evolve Project | Brian Pichman 77https://links.evolveproject.org/sla2024
Ocoya Explored
Evolve Project | Brian Pichman 78https://links.evolveproject.org/sla2024
InstooGrow Your Followers
Evolve Project | Brian Pichman 79https://links.evolveproject.org/sla2024
BHuman AI
Evolve Project | Brian Pichman 80https://links.evolveproject.org/sla2024
Wisecut
Evolve Project | Brian Pichman 81https://links.evolveproject.org/sla2024
Conversational AI
?
Conversational AI
What are some tools to build your
own Conversational AI?
You can leverage OpenAI API
The Many Uses of AI
Evolve Project | Brian Pichman 82https://links.evolveproject.org/sla2024
Trained Data with Personalities
1.Temperature:
1.This controls the randomness of the model's responses.
2.Lower temperature (e.g., 0.0) means more predictable and conservative
responses.
3.Higher temperature (e.g., 1.0) makes responses more creative and less
predictable.
2.Frequency Penalty:
1.This reduces the model's likelihood of repeating the same line of thought or
content.
2.A higher frequency penalty discourages repetition.
3.A value of 0 means no penalty for repetition.
3.Presence Penalty:
1.This affects the likelihood of introducing new concepts or topics in the
response.
2.A higher presence penalty encourages the model to talk about new things.
3.A value of 0 means no emphasis on new content.
Providing Context: You can include specific instructions or context in your prompt.
For example, "Act like a friendly and knowledgeable assistant" sets a tone and
character for the model's responses.
Evolve Project | Brian Pichman 83https://links.evolveproject.org/sla2024
4 – Knowledge Graphs
Infranodus
Knowledge
Graphs
Evolve Project | Brian Pichman 86https://links.evolveproject.org/sla2024
Analytical AI
?
Managing Data Better
Use AI to digest information faster
than a human can with more accurate
calculations and new oberservations
The Many Uses of AI
Evolve Project | Brian Pichman 87https://links.evolveproject.org/sla2024
Formula.Dog
Evolve Project | Brian Pichman 88https://links.evolveproject.org/sla2024
Data Scrubbing
Evolve Project | Brian Pichman 89https://links.evolveproject.org/sla2024
Cryfe
Evolve Project | Brian Pichman 90https://links.evolveproject.org/sla2024
Interviewer AI
Evolve Project | Brian Pichman 91https://links.evolveproject.org/sla2024
Our AI Powered Playground
https://links.evolveproject.org/aidemo
Evolve Project | Brian Pichman 92https://links.evolveproject.org/sla2024
…how about assistive technology?
https://support.apple.com/en-us/104993
https://dubverse.ai/
Evolve Project | Brian Pichman 93https://links.evolveproject.org/sla2024
Some ThoughtsIT Security
Enhance IT Security and Administration
•Eliminate repetitive tasks
•Analyze Data to predict and prevent potential issues.
•Enhance Security performing millions of analysis cycles to
review network activity in real-time.
•Automatically detect and prevent security threats.
•Leverage Ai tools to better enhance your application
develop to get in front of potential future security threats.
•Monitor server and system logs in real-time and have Ai
provide actionable data to correct identified issues.
Leveraging the Power of AI
Evolve Project | Brian Pichman 94https://links.evolveproject.org/sla2024
Operational AIAI in use of Security
Evolve Project | Brian Pichman 95https://links.evolveproject.org/sla2024
Some ThoughtsDark Side of AI In Security
•Can use tools likeChatGPT or similar to look at weak code
and ask how to fix it … in hopes of tricking the AI to provide
entry points
•Remember how easy it was to see a malicious email
because of grammar or spelling errors? AI fixes that (even
tools like Grammarly have been helping)
•AI can digest a vast amount of information and can write
official-looking emails posing as a CEO or other executives.
What Do Malicious Actors Do?
Play Time
Evolve Project | Brian Pichman 97https://links.evolveproject.org/sla2024
Instructions
1.Go Here: https://eduology.com/ai-tools
Some items have logins we are sharing
with you:
•Username: [email protected]
•Password: (email me at [email protected]
needit)
What's Next?
Evolve Project | Brian Pichman 104https://links.evolveproject.org/sla2024
The SLA App
download the SLA app
SLA Bot Build data will be used to power
the digital compass
When opening the app, use the code
“sla2024” all lowercase
Evolve Project | Brian Pichman 105https://links.evolveproject.org/sla2024
The Compass
https://links.evolveproject.org/sla2024
Evolve Project | Brian Pichman 106https://links.evolveproject.org/sla2024
Later Activities
Join for Monday Dinner to play “Are You Smarter Than An AI”
Closing Keynote
•Will discuss AI Bias, Building AI Data Sets, and interact with our special AI Panelist
Evolve Project | Brian Pichman 107https://links.evolveproject.org/sla2024
Feel free to reach out!Questions / Contacts
oFind a copy of slides here:
ohttps://links.evolveproject.org/sla2024
oBrianPichman
https://www.linkedin.com/in/bpichman/