AI-Powered Personalized Learning

Summary

Noel Russell, a trailblazing technologist and mother of six, shares her inspiring journey in leveraging AI for personalized education. She demonstrates innovative tools like seable, which uses computer vision for gesture control, aiding both those with disabilities and enhancing learning for all. Noel also explores creating custom learning paths with AI and advocates for caregivers using generative AI to navigate educational accommodations, emphasizing the importance of building responsibly with technology.

Takeaways

• 😀 Noel Russell is a pioneering technologist with expertise in conversational AI, generative AI, and language models, known for revolutionizing the tech industry.
• 👩‍💻 As a mother of six, Noel emphasizes the importance of balancing work and family life, showcasing her personal and professional achievements.
• 🎓 Noel's focus on personalized education stems from her experience as a parent, aiming to leverage technology to enhance learning experiences for all types of learners.
• 💡 She introduced 'seable', a tool that uses computer vision and AI to assist individuals, particularly those with disabilities, in controlling devices through facial expressions and head gestures.
• 🔧 Noel demonstrated the capabilities of Azure's GPT-40 model to generate individualized learning paths and databases for students, showcasing the potential of AI in education.
• 🛠️ She highlighted the importance of building technology responsibly, ensuring that it serves to empower and enhance the capabilities of individuals, especially in the context of education.
• 👨‍👩‍👧‍👦 Noel shared her personal journey of using technology to assist her son with Down syndrome, emphasizing the broader benefits for all learners, including her other children.
• 🤖 Noel discussed the potential of generative AI in facilitating the creation of Individualized Education Programs (IEPs) and 504 plans, supporting caregivers in advocating for their children's educational needs.
• 🔗 She encouraged the audience to connect with her on LinkedIn for further discussions and shared resources, promoting community and knowledge sharing.
• 🌟 Noel's presentation underscored the transformative impact of AI on education, offering practical examples of how technology can be used to create more inclusive and effective learning environments.

Q & A

Who is Noel Russell and what is her area of expertise?

Noel Russell is a technologist with expertise in conversational AI, generative AI, and language models. She has been a significant influence in the tech industry, particularly in the field of personalized education.

What is the significance of Noel Russell being a mother of six in the context of her work?

Being a mother of six gives Noel Russell a unique perspective on education, as she can apply her professional knowledge to her personal experience of managing her children's learning needs, making her work in personalized education more relatable and practical.

What was the purpose of starting the AI session with deep fake action as mentioned in the script?

Starting the AI session with deep fake action was intended to be an engaging and cool way to introduce the audience to the technology that would be discussed, setting an innovative tone for the session.

How does Noel Russell encourage audience interaction during her presentation?

Noel Russell encourages audience interaction by inviting them to connect with her on LinkedIn, either by searching for her or scanning a QR code provided during the presentation.

What personal experience led Noel Russell to focus on personalized education?

Noel Russell's focus on personalized education was influenced by her personal experience when her firstborn son was diagnosed with Down syndrome, which prompted her to explore assistive technologies to aid in learning for both her son and her other children.

What is the significance of the Amazon Alexa team in Noel Russell's career?

Joining the Amazon Alexa team marked the beginning of Noel Russell's journey into artificial intelligence, where she recognized the value of voice-activated technology in personalized education.

What are the three pillars of learning that Noel Russell discussed in her presentation?

The three pillars of learning discussed by Noel Russell are: leveraging assistive technologies to enhance learning, creating custom learning paths, and empowering caregivers to advocate for their children's educational needs.

How does the tool 'seable' assist in learning and what does it demonstrate about accessibility in technology?

The tool 'seable' assists in learning by allowing users to control software with facial expressions and head gestures, demonstrating how technology can be made accessible to individuals with varying abilities, thereby enhancing their learning experience.

What is the role of generative AI in Noel Russell's approach to personalized education?

Generative AI plays a crucial role in Noel Russell's approach to personalized education by enabling the creation of customized learning paths and assisting in the development of individualized education plans, thus personalizing the educational experience for each student.

How does Noel Russell suggest using technology to support caregivers in the education process?

Noel Russell suggests using generative AI to support caregivers by providing guidance and generating questions for meetings regarding individualized education plans (IEPs) and accommodations, thus empowering them to better advocate for their children's needs.

Outlines

00:00

😀 Introduction to Noel Russell's Tech Journey

Noel Russell, a trailblazing technologist, is introduced as a dynamic figure in the tech industry, particularly in AI and language models. She is not only celebrated for her professional accomplishments but also for her inspiring balance of work and family life as a mother of six. Noel's presentation at a conference is highlighted, where she uses deepfake technology to kick off the session and emphasizes the importance of personalized education. She invites the audience to connect with her via LinkedIn and shares her motivation behind her work in tech, stemming from her personal experiences as a mother and technologist.

05:01

👨‍👩‍👧‍👦 Leveraging Assistive Technology for Learning

Noel discusses the first pillar of learning, which is the use of assistive technology, inspired by her son Max who was born with Down Syndrome. She demonstrates the use of a tool called 'seable' that allows users to control software with facial expressions and head gestures, showcasing its application in navigating PowerPoint presentations. Noel also shares her personal experience of using seable to save her coding work by mapping it to voice commands and facial expressions. The technology's potential to level the playing field for individuals with disabilities in various activities, including gaming and coding, is emphasized.

10:03

📚 Creating Custom Learning Paths with AI

The second pillar of learning presented by Noel is the creation of custom learning paths using AI. She shares an anecdote about automating the process of creating individualized learning paths for students based on their responses to a form, using Azure's GPT-40 model. Noel suggests that this technology can significantly aid teachers in personalizing education for students. She also introduces 'plan roadmap,' a tool designed for individuals with ADHD to help with executive function, and praises the Imagine Cup participants who developed it by involving the ADHD community in its creation.

15:04

👨‍👩‍👧‍👦 Empowering Caregivers with Generative AI

Noel addresses the third pillar, focusing on empowering caregivers with the help of generative AI. She discusses the challenges faced by parents and caregivers in navigating the process of creating Individualized Education Programs (IEPs) for children with special needs. Noel introduces a generative model that assists caregivers in this process by providing guidance and questions to ask during IEP meetings. She also touches on the use of AI for accommodations in learning, such as the 504 plan, to support students with processing delays.

20:04

🌟 Conclusion and Call to Action

In conclusion, Noel reflects on the transformative power of AI in personalized education and issues a call to action, encouraging the audience to use technology responsibly to solve problems they care about. She emphasizes the importance of building with, not just for, the communities that will benefit from the technology. Noel ends her presentation with an inspiring message, reminding everyone of the potential for good that lies in leveraging AI ethically and effectively.

Keywords

💡Synthesized Avatar

A 'Synthesized Avatar' refers to a digital representation of a person, often created using advanced technologies like AI and computer graphics. In the context of the video, Noel Russell is introduced as a 'synthesized avatar,' highlighting the integration of technology with personal identity. This concept is central to the video's theme of leveraging technology for personal and educational advancement.

💡Conversational AI

Conversational AI, also known as chatbots, is a branch of artificial intelligence that enables computers to communicate with humans through natural language. The video emphasizes Noel's expertise in this area, suggesting that conversational AI plays a significant role in her work, particularly in the realm of personalized education.

💡Generative AI

Generative AI refers to AI systems that can create new content, such as text, images, or music, based on existing data. The video discusses how generative AI is revolutionizing personalized education by enabling the creation of tailored learning paths and profiles, as demonstrated by the use of tools like seable and the Azure Open AI service.

💡Language Models

Language models are AI systems that understand and generate human language. They are integral to the video's discussion of personalized education, as they form the basis for tools that can adapt to individual learning needs. Noel's expertise in language models is showcased as a key component of her work in tech and education.

💡Personalized Education

Personalized education is an educational approach that tailors teaching methods to the unique needs and abilities of each student. The video centers on this concept, with Noel discussing various technologies and tools that facilitate personalized learning experiences, such as AI-driven learning paths and assistive technologies.

💡Assistive Technology

Assistive technology is equipment or software designed to help people with disabilities perform tasks more easily. In the video, Noel shares her personal journey of using assistive technology to aid her son's learning, underscoring the broader application of such technology in enhancing educational experiences for all students.

💡Neural Processing Unit (NPU)

A Neural Processing Unit is a type of AI accelerator that is designed to perform operations relevant to neural networks efficiently. The video mentions the NPU as a component of the 'co-pilot PC,' which Noel discusses as a way to offload the 'disability tax' by handling the computational demands of AI-powered assistive technologies.

💡Azure Open AI

Azure Open AI refers to Microsoft's suite of AI services and tools available on the Azure cloud platform. The video highlights Azure Open AI's role in providing powerful AI models, like GPT-40, that can be used to create custom learning paths and support personalized education initiatives.

💡Down Syndrome

Down Syndrome is a genetic condition that causes developmental delays and intellectual disabilities. Noel's son Max, who has Down Syndrome, is a driving force behind her passion for personalized education and assistive technologies. The video uses Max's story to illustrate the transformative potential of technology in education for individuals with special needs.

💡IEP (Individualized Education Program)

An Individualized Education Program is a legally binding document that outlines the educational needs of a student with special needs and the services to be provided. Noel discusses the use of generative AI to facilitate the creation and management of IEPs, making the process more accessible and effective for caregivers and educators.

💡504 Plan

A 504 Plan is a legal document that provides accommodations for students with disabilities who do not require the specialized services of an IEP. Noel mentions the use of generative AI to assist in the creation of 504 Plans, emphasizing the technology's potential to support a broader range of educational needs.

Highlights

Introduction of Noel Russell, a technologist specializing in conversational AI, generative AI, and language models.

Noel's personal journey with technology, inspired by her son's diagnosis with Down syndrome, leading to her work in personalized education.

Noel's demonstration of deep fake technology as an engaging way to start AI sessions.

Emphasis on the importance of personalized education for both children and adults in a rapidly changing world.

Noel's advocacy for using technology to enhance learning experiences, drawing from her role as a mother of six.

Introduction of seable, a tool that uses computer vision and AI to enable navigation and control through facial expressions and head gestures.

The potential of seable to aid individuals with limited mobility, showcasing its application in PowerPoint navigation.

Noel's personal use case of seable to prevent forgetting to save her code while programming.

Announcement of the co-pilot PC with an NPU to reduce the 'disability tax' by offloading AI processing from the CPU.

Discussion on the use of generative AI to create custom learning paths for students, leveraging Azure Open AI services.

Noel's anecdote about automating the creation of individualized learning paths for her children's education.

Introduction of Plan Roadmap, a tool designed to help individuals with ADHD and executive function challenges.

The story behind Plan Roadmap's development by Imagine Cup participants, integrating users with ADHD in the design process.

Noel's call to action for responsible AI development, emphasizing the power and responsibility that comes with AI technology.

Highlight of the potential for generative AI to assist in creating Individualized Education Programs (IEPs) and 504 plans for students.

Noel's final thoughts on the transformative impact of AI in education and the importance of building solutions that serve real needs.

Transcripts

[Music]

I am nearly Noel a synthesized Avatar

here to help with the introduction get

ready to meet the incredible Noel

Russell she's not your ordinary

technologist she's a GameChanger with

her entrepreneurial spirit and expertise

in conversational AI generative Ai and

language models Noel has revolutionized

the tech industry but here's the best

part Noel is so much more than her

professional achievements she's a true

inspiration for balancing work and

family life as a wife and mother of six

she embodies the definition of courage

and determination get ready to be blown

away by Noel's spectacular Journey join

me in welcoming the phenomenal Noel

Russell The Crowd Goes

Wild um so excited to be here with you I

had an amazing opportunity to present a

demo session during build and and this

is how we kicked it off so I wanted to

share it with you as well but I also

think it's pretty cool to start any AI

session especially a demo session with a

little bit of deep fake action so this

of course you can see is built with a

haen tool um but there is so many

different ways to play around with the

technology that we're going to talk

about today I am focusing though today's

discussion all around personalized

education one you heard I'm a mom of six

I know sometimes I just let that sink in

a little a little bit but I want to make

sure that I as someone who's building

you know and thinking about education

not just for my kids but also for myself

um how do we manage kind of learning

more I mean obviously the world is

changing AI is accelerating how do we

just keep up and so a lot of these

things though I am going to talk about

it from the perspective of education and

maybe even specifically students a lot

of these things you can apply to

yourself now before we even get started

I do like to give you a chance to

connect with me so this is my LinkedIn

you can either just go and Google me or

Bing me uh and find me on LinkedIn or

you can scan this QR code I'll take you

right to my LinkedIn PL page but I

encourage you to connect with me instead

of just follow uh so we can be friends

and you can ask questions about anything

that comes up I also am happy to share

any of the links and resources that we

have and that I'm going to share with

you today now I usually like to share a

little bit about the backstory why I'm

here why I care about this problem I

already shared a little bit about it

with you that's my gaggle of humans you

see there on the screen um all six of

them and my husband like it's actually

very difficult to get us all in the same

picture so one you might have to try and

figure it out is actually photoshopped

so um but I do a lot of what I do for my

family and my son actually 20 years ago

he well he just turned 19 so 19 years

ago I was a mom for the very first time

and I remember uh I had my son and I was

so excited and he gets whisked off to

the Intensive Care Unit and I don't know

what's happening I'm a firsttime mom and

a doctor comes in and tells me that he's

been diagnosed with Down syndrome and he

must have seen the look of like concern

on my face because he was kind of like

oh no um don't worry this isn't your

first you know you don't have to start

your motherhood Journey this way there

are people on site right now

institutions waiting to take your child

and they can take care of your child and

give a nice life for him or there's uh

families that will adopt your child you

don't even have to take him home and two

things immediately went through my mind

one I'm you know a Latina I come from a

Latin family my abua my grandmother

would have probably hit me with a shoe

if I did not come home with my baby but

the second thing is that I'm a

technologist and as a technologist I see

through the lens of technology to solve

problems I care about and personalizing

education this is a big one so I have

used the technology we're about to talk

about in multiple stages of its infancy

and I'm so excited to share with you

some of the evolution we've seen just in

the last couple of years as we've moved

into the world of generative AI now my

journey into artificial intelligence

actually started about 10 years ago I

got an email from Jeff Bezos um okay I

didn't get the email he actually sent it

to like the whole company but I felt

like it was speaking to me and it was to

join this brand new team the Amazon

Alexa team and that was the first time I

really recognized the value of being

able to just talk to your Tech and in

the world of personalized education this

is a big part of this solution so I'm

going to take you through kind of the

three pillars I've uncovered not just as

uh a person who's constantly learning

myself I have a kind of internal

personal principle of learn by doing be

uh Curious uh learn and put my fingers

on a keyboard to actually acquire the

knowledge that I want but also having so

many kids I have been exposed to lots of

different types of humans trying to

learn and how do I just make their

journey of learning better so there's

three different things that have really

shown itself to be kind of pillars to

this process and then I want to you know

this is a demo session so I want to

demonstrate for you the technology now

of course these demos might work uh they

also might not work um we'll just see

how it goes uh either way it's going to

be fascinating I'm going to encourage

you to do the exact same test I'm going

to do to do it on your own machine

everything that I demonstrate for you uh

in this demo session is something that

you can go and do I will I think one of

them you might have to uh buy a

subscription for um but I'll tell you

why that might be a nice thing to do

anyway so let's get started the first

pillar of learning is how my son my

firstborn son Max right he was born with

Down Syndrome he put me on this path of

using assistive technology to Aid in

learning and I realized that yes it was

incredibly important for him it helped

escalate and and Elevate his ability to

learn but it also created this

opportunity for my other children who

were typically developing to also

amplify their ability to learn like

everything we did for Max helped every

one of my other kids helped me even

myself and so I wanted to share one of

those tools with you it's called seable

so I'm going to actually go and open it

right now you can go to seable right now

the nice thing about seable is it's

actually built for companies to enable

uh organizations to add this kind of

capability for all of their employees

but as a gift Service uh they offer this

to individuals for individuals to try as

well so I'm going to go and open up

seable you can see it here I've already

pre-framed it a little bit I obviously

need to apparently verify my email

because I just downloaded this thing but

it did allow me to create a profile and

in this profile you can see it says

PowerPoint navigation so I created a

profile to help me navigate uh my

PowerPoint deck which I happen to be in

right now talking to you um so I have

two ways to do that I can use voice

commands which allow me to say next or

previous and navigate it with my voice

which is kind of nice that I'm not

talking to a human and telling them to

switch my slides but another thing I can

do is actually use my my uh facial

expressions or head gestures so let me

share that with you now I'm going to

start my camera I don't know I think

it'll work oh yeah uh so you can see

here it's like seeing my my face um I'm

going to now put the focus back on my uh

PowerPoint presentation and what the

PowerPoint navigation profile does is I

basically mapped um you can actually see

it now if I tilt my head to the right it

says on the top that I've done that so

the the models detecting that I'm

tilting my head right or left but at the

bottom you'll see it actually is bound

to a key bound to a key binding um and

so you can imagine I love this story

actually um there W there is H the

founder of the company ended up creating

this product because they saw their

brother working and playing around with

this with a game I think it was

Minecraft or Roblox or something and

they struggled because of their

disability they struggled to keep up

with their friends running around

Minecraft and so he created this

eventually became seable this tool to

help people who have disabilities that

maybe only have limited movement um

limited capability to use a keyboard and

a mouse to map what they can control

their facial expressions their um maybe

smiling not smiling opening your eyes

raising your eyebrows tilting your head

even the most limited capability of of

gesture control to be able to control

not just you know I'm going to use it to

control PowerPoint but imagine it being

able to allow you to game at the speed

of everyone else or allow you to um do

other things on your on your device in

your computer manage games write code I

mean really cool stuff so I'm going to

now uh shift control over here and see

hopefully uh if now that the focus is

here I'm gonna go back a little bit and

if I tilt my head you see uh and then

I'm G to tilt it and go all the way back

because now you have a chance to connect

with me again in case you're like oh my

gosh Noel that was pretty cool I want to

be your friend so here you go and now I

could just gently tilt my head and it

allows me to control the the screens so

this is really cool and imagine so what

I first immediately thought of is as a

programmer I often for forget to save my

code I just did it the other day it's so

frustrating when you something happens

and you lose all your work so I ended up

telling um I ended up creating a seable

profile that when I would say a word it

would automatically save or when I would

open my mouth it would save and I

actually found out that I open my a lot

so it ended up being too many saves

simultaneously especially in some coding

systems that it takes a while to save so

uh I ended up playing around with it but

imagine a thing that's hard for you to

remember that you can map to key

bindings it's so neat okay so I'm going

to turn that off uh just so we could see

it but definitely take an opportunity to

work with seable download it's a free

and available for any individual to

increase their ability one of the things

you can do is you can manage uh

sensitivity in the application as well

so if you have super limited movement

but maybe only on one side of your body

you can actually tell it to be super

sensitive on the left side and not as

sensitive on the right there's so many

capabilities that you can do and and

imagine if you could create a set of key

Bindings that help you play Minecraft

and then map those key bindings to how

you code in vs code like and you could

just say open VSS code and start coding

and you don't have to bring in O any

other configurations do any kind of

modifications like it all just

seamlessly works the magic behind this

type of accessibility capability uh this

technology one of the things I announced

at build um or was part of the

announcements that I reiterated in My

Demo session was that we now have this

new thing the co-pilot PC and in it

there's a

npu right a neural processing unit and

what this allows you to do is completely

eliminate the what we call kind of the

assisted tax the the disability tax

right like if you try to add a of

Technologies to your computer before

having neural processing unit units and

certainly before having gpus all of the

the taxs of using that technology um

would actually sit on your CPU and you

couldn't do very much certainly not

simultaneously but now I ended up

demoing how you could look watch your

CPU when you use this tool it's GNA

actually deflect all of the processing

needed to do computer vision inferencing

in real time and deflect it to uh a

secondary processor you can continue to

play your game uh have 20 tabs open on

edge um and code and vs code all at the

same time without the tax often having

to be consumed by us using that

technology in real time it's pretty

amazing so I hope you'll go and check it

out so that's the first thing is like

how do I use this technology not just to

help my son have a better experience in

education but also to help anybody right

and I do think that you know I always uh

I think it's so important that this

company like seable ended up spending

time really building for a community

with a community right they really

integrated from the very beginning from

the brother having trouble like being

able to really build technology for

people with disabilities but integrating

people with disabilities right into that

workflow of Designing and building the

product so look them up do a little bit

of research um that's kind of the first

pillar is how do you leverage assisted

Technologies to enhance and there's and

there obviously there's tons of AI in

that computer vision there's also in

order to build a profile you can use

generative AI to help you build the

profile um in case you don't know what

key bindings to select it's really cool

so I hope you'll check it out the second

thing that I ended up demoing was how to

help build your own learning path custom

learning paths now one I'm going to give

you an anecdote of something I'm

actually working on the demo right now

because back to school is dare I say it

only six weeks away and I want to give a

tool to some of my teachers uh that will

be educating my kids um and one of them

is the art of personalizing Education if

you are a kind of K probably

kindergarten through 8th grade maybe

kindergarten through sixth grade

oftentimes the teachers will ask

students to go fill out a form and when

they fill out that form um the the form

that they use is often uh like on paper

and it's like what's your name do you

have any siblings uh what do you like

what's your favorite color do you like

songs what do you enjoy doing most right

it's a way for the the teacher to learn

more about the student but imagine if we

could take those papers and in the world

of like a gp40 right or a um Azure open

AI service which now has the GPT 40

model I just deployed one yesterday

right we can build a model that allows

us to pass in all of those forms that we

got our kids to fill out as teachers

wouldn't that be amazing and then just

tell the model based on every individual

Student First create me a database to

hold all my students second create me a

individualized learning path based on

the Common Core curriculum for third

grade and poof it will do it I encourage

you to just try it this is with zero

training whatsoever it won't necessarily

be perfect but it will be way better

than anything we could have done a year

ago two years ago um five years ago for

sure so something to think about right

like these are things that now I always

ask people in in education like what's a

problem you wish you just could do

better and oftentimes it's they wish

they could accommodate kids who aren't

documented as having like any specific

needs like they don't have an IEP maybe

they don't have a 504 or if they do how

do they how do they accommodate all

those people how do they make sure that

they're doing the right thing at the

right time and leveraging a model like

the new Omni model to gather information

from their students in eded or or ingest

it uh just by taking those pictures and

uploading them as files and then letting

the model give them advice and give them

guidance and give them ideas like it's

pretty incredible another option though

is I have a a tool that I've been using

called plan roadmap and and this is a

video uh because I wanted to make sure

it went seamlessly but you can go and

try this tool plan roadmap.com I'm just

going to play it uh so you can kind of

see how it works but it is built for

those with ADHD and I happen to have

ADHD so I find it super helpful uh but

it's good for everyone I find all my

kids need help with this you can see

here it guides the user on different

selections it also provides motivational

breaks the ADHD brain kind of breaks

things up into different ways it's

really motivated by novelty by YouTube

videos by setting Pomodoro timers so

this tool knows that about you and

here's what I love about about it uh is

that it actually it was built by Imagine

Cup participants these were I think they

were the runner up or second runner up

um but it was so cool that an imagine

cup and if you don't know the Imagine

cup definitely go look up the

competition but there's students

students that see a problem and then

leverage AI or Microsoft Technology to

solve it so they ended up getting this

idea like wow wouldn't it be great if we

could help create executive function

mapping for people that struggle with

this typically those with ADHD can we

create a solution but remember we don't

build for someone without them right we

don't build for people with ADHD as an

engineer without finding people that

have that challenge and integrating them

from design to implementation to testing

to production we want them to be

partners with us and so that's what this

team did they went and coordinated and

connected and partnered with some of the

largest ADHD communities and use them to

help fuel the innovation doing in this

project so it's really cool stuff I hope

you'll check them out again plan

roadmap.com is an example of the types

of tools you can use to create custom

road maps can you also spend some time

and maybe go and build your own uh

generative model your own deployment you

could either do it inside Azure AI

studio and leverage one of the models uh

very simply like build a deployment

using one of the new uh chat GPT um

extensions right like so GPT 40 uh

inside Azure open AI you could do that

or you could go to the model catalog and

leverage one of 4,000 models right

everything from llama 2 to um any other

any hugging face model right there's

thousands to choose from so if you don't

necessarily want to go the the tried

and- true method of of hitting a model

that's like chat TPT you can go with

another model that's smaller and maybe

more task specific and build something

very similar but I think as a builder

this was so inspiring to see kids in

school thinking about a problem and

building something like this and then

most importantly productizing it so in

order to test this out you do have to

become a paying member I gladly paid to

support them in their effort to build a

product for people and serve people um

obviously no no pressure to do that but

if you want to it's certainly an

opportunity to to celebrate the success

that this team has had and

congratulations again uh plan

roadmap.com team you guys did

amazing all right so I'm gonna go back

uh for the third and final piece of the

presentation and that is one of the

things that I spend a lot of time doing

which is caregivers I'm a caregiver I

have six kids two maybe three of them

three of them probably have some

differences in learning I call them

Divergent thinkers they don't think like

everyone else I'm also a Divergent

thinker so it's probably part of their

genetic download for me um but how do we

help caregivers moms and dads

uh parents grandparents how do we help

them really enable or Empower or

advocate for the needs of their their

their um their students so there's a

process I mentioned it just earlier

called creating an individualized

education plan it's called an IEP I've

gone through it many times it's very

frustrating some people completely take

their kids out of school because it's so

frustrating to go through this process

and put them in private school or

private tutoring or homeschooling but

that's not the only option there is an

option to actually use generative AI to

facilitate this I ended up bringing on

stage at build uh one of my friends her

name is Erin reik and she created a

process a generative model to help us be

as caregivers navigate this tool so just

know that generative AI has unlocked the

ability for us to give you know all of

the documentation we're getting out of a

a very detailed process like an

individualized education program and

hand it to a model and ask it to provide

us guidance give us good questions to

ask right it's not going to write the

IEP for us and maybe we want it to one

day but it is going to help us be better

participants in the IEP meetings there's

also another one called 504 it's for uh

accommodations in learning one of my uh

sons has a processing delay it takes

them longer there's a book out there

called Thinking Fast and thinking slow

and in this book um I think it's so

fascinating because uh in this book it

talks about Thinking Fast thinking slow

and how important it is to kind of

recognize both capabilities and so I

honor that oftentimes through

accommodations like how do we just give

them more time to do the things they

need to do and a generative model can

help you form questions that you can use

in these types of meetings so it's been

amazing uh sharing with you some of the

cool things I've learned in the

personalized education space I've hope

you've enjoyed it I always want to

encourage you that when you build build

responsibly I actually had the whole

audience I checked to see if they knew

this quote you probably know it too with

gray power comes great responsibility

you probably know it Uncle Ben or maybe

voler if your your persuasion goes a

little further back in time um but

either way it's 100% true we have more

power than ever at our fingertips using

this technology so why not use it for

good why not find a problem you care

about a problem you want to solve and

use some of these tools to help build

them so thanks for being here with me it

was so fun talking with you and I hope

you enjoyed the demo session and I'll

see you soon

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