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Artificial intelligence for humans…
Chris Heilmann (@codepo8) April 2018
All resources:
aka.ms/human-ai
@codepo8
Let’s talk about
“Artificial Intelligence”
@codepo8
Artificial
Intelligence
▪ Is nothing new – the concepts go
back to the 50ies
▪ Is quite the hype and very often
misattributed
▪ Is an umbrella term for a lot of
math and science around
repetition, pattern recognition and
machine learning
▪ Got a huge boost because of
availability of hardware
@codepo8
youtube.com/watch?v=R9OHn5ZF4Uo
CGP Grey:
“How machines
learn”
@codepo8
Florian Ziegler flickr.com/photos/damndirty/41263240134
The machines
are watching…
Big brother is
redundant…
▪ Everything we do online is
monitored and recorded
▪ We often don’t realise that our data
is how we pay for “free” services
▪ We’re happy to use systems that
record all the time in exchange for
convenience
▪ Often people don’t realise just how
dangerous this can be in the wrong
hands.
@codepo8
Everything counts
in large amounts
▪ We create a massive amount of
information – actively and without
our knowledge.
▪ It is tough to make that amount of
information consumable again.
▪ That’s why we have computers
▪ With cloud computing, on demand
processing and advances in
hardware we’re faster than ever.
@codepo8
Leaving invisible
marks…
▪ By using other people’s machines
and infrastructure, we leave traces
▪ This allows companies to recognise
us, and accumulates a usage
history
▪ This leads to better results, but can
leaks data
▪ We should have more transparency
about what digital legacy we left
behind.
@codepo8
Florian Ziegler flickr.com/photos/damndirty/40153024740/
Are machines
friend or foe?
Artificial
Intelligence Myths
▪ AI can’t replace a thinking, creative
human
▪ AI can not magically fill gaps with
perfect information – it can only
compare and assume
▪ AI doesn’t learn in a creative
fashion. It makes no assumptions
▪ AI has no morals and ethics, but –
used wrongly – it can amplify our
biases
@codepo8
Machines can be
great tools or
weapons…
▪ Machine Learning is all about
returning assumptions
▪ We don’t get any definitive truth
from algorithms, we get answers to
our questions
▪ AI can answer questions, but it is up
to you to ask good questions –
generic questions yield assumed
results.
@codepo8
Machines can be
great tools or
weapons…
▪ Untrained and limited data leads to
terrible and biased AI results
▪ It is very easy to get either wrong
deductions or false positives
▪ AI is as intelligent and good as the
people who apply it
@codepo8
About face…
aka.ms/face-api@codepo8
About face…
aka.ms/face-api
▪ Face rectangle / Landmarks
▪ Pose (pitch/roll/yaw)
▪ Smile
▪ Gender/Age
▪ Type of glasses
▪ Makeup (lips/eye)
▪ Emotion (anger, contempt, disgust, fear,
happiness, neutral, sadness, surprise)
▪ Occlusion (forehead/eye/mouth)
▪ Facial hair (moustache/beard/sideburns)
▪ Attributes: Hair (invisible, bald, colour)
@codepo8
Is this you? Are those also you?
aka.ms/face-api@codepo8
Is this your driver?
youtube.com/watch?v=aEBi4OpXU4Q@codepo8
Taking it too far?
ntechlab.com@codepo8
Photo by Florian Ziegler flickr.com/photos/damndirty/40153024740/
Andreas Dantz flickr.com/photos/szene/40193567250
AI for humans
How AI can help
humans…
▪ Automation
▪ Error prevention
▪ Data reduction / Muffling the noise
▪ Prediction based on historical data
▪ Ploughing through massive
amounts of data
▪ Creating more human interfaces
@codepo8
How AI can help
humans…
aka.ms/ai-for-good@codepo8
How AI can help
humans…
twitter.com/jennifermarsman/status/997655817967976448@codepo8
How AI can help
humans…
▪ Automation
▪ Error prevention
▪ Data reduction / Muffling the noise
▪ Prediction based on historical data
▪ Ploughing through massive
amounts of data
▪ Creating more human interfaces
@codepo8
Bots and computers…Humans
▪ Messy and prone to mistakes
▪ Forget things and filter them by their
biases
▪ Bored when doing repetitive tasks
▪ When bored create more errors
▪ Non-optimised communication, lots
of nuances and misunderstanding
▪ Make no mistakes, other than
physical fatigue
▪ Never forget, don’t judge
▪ Great at tedious, boring tasks
▪ Repeat things with minor changes
on iterations till a result is met
▪ Highly optimised, non-nuanced
communication.
@codepo8
Bots and computers…Humans
▪ Messy and prone to mistakes
▪ Forget things and filter them by their
biases
▪ Bored when doing repetitive tasks
▪ When bored create more errors
▪ Non-optimised communication, lots
of nuances and misunderstanding
▪ Make no mistakes, other than
physical fatigue
▪ Never forget, don’t judge
▪ Great at tedious, boring tasks
▪ Repeat things with minor changes
on iterations till a result is met
▪ Highly optimised, non-nuanced
communication.
Data
Insights
Patterns
@codepo8
Humans
and
Bots/Computers
autodraw.com@codepo8
Humans
and
Bots/Computers
autodraw.com@codepo8
Humans
and
Bots/Computers
quickdraw.withgoogle.com@codepo8
Humans
and
Bots/Computers
google.com/recaptcha/intro@codepo8
Intelligent,
responsive systems
▪ AI services offer us lots of data to
compare our users’ input with
▪ Thus our users don’t need to speak
computer but be human instead
▪ We can prevent them from making
mistakes
▪ We can help getting around
physical barriers
Google: cloud.google.com/products/machine-learning
Amazon: aws.amazon.com/machine-learning
Microsoft: azure.microsoft.com/en-us/services/cognitive-services@codepo8
Our toolkit for more
human interfaces
Natural
language
processing
Computer
Vision
Sentiment
analysis
Speech
conversion
and analysis
Moderation
@codepo8
Language and
Writing
▪ Probably the oldest task on the web
was translation
▪ This moved deeper into Natural
Language Processing and
Language Detection
▪ Using these, we can allow for
human commands and finding out
tasks by analyzing texts.
“How far am I from the capital of Denmark?”
“Where do I find a good restaurant around
here?”
“Show me documents I wrote five days ago
with more than 600 words”@codepo8
Computer Vision
▪ When text wasn’t cool enough, we
added images to our web media
▪ Often we forget that not everyone
can see them, and we leave them
without alternative text
▪ This is where machine learning
steps in to help turning an image
into a dataset we can work with.
@codepo8
Vision and image
analysis…
instagram: @larryandanke
@codepo8
Vision and image
analysis…
@codepo8
Vision and image
analysis…
@codepo8
Vision and image
analysis…
twitter.com/mixedhunty/status/980551155297157126
@codepo8
Vision and image
analysis…
#vision_api@codepo8
Vision and image
analysis…
aka.ms/vision-api@codepo8
Vision and image
analysis…
aka.ms/vision-api@codepo8
Vision and image
analysis…
aka.ms/vision-api@codepo8
Vision and image
analysis…
aka.ms/vision-api@codepo8
Sentiment analysis
▪ Finding out the sentiment of a text,
image or video can help with a lot
of things
▪ You can navigate videos by only
showing the happy parts
▪ You can detect which comment
should be answered first by a help
desk
▪ You can predict when drivers of cars
get tired
@codepo8
Sentiment analysis
github.com/noopkat/face-api-emoji-face@codepo8
Speech
▪ Audio interfaces are all the rage.
▪ You can allow hands-free control
of devices
▪ You can have an “always on”
system to help you out without
having to interface with it
▪ It feels natural and has a massive
Sci-Fi feeling – when it works.
@codepo8
Text to speech
aka.ms/text-to-speech@codepo8
Speech recognition
aka.ms/text-to-speech@codepo8
Turning sentences
into commands
aka.ms/luis-api
luis.ai
@codepo8
Conversation as an
interface
aka.ms/conversation-ui@codepo8
Speaker
recognition
aka.ms/speaker-recognition@codepo8
Speaker
recognition
aka.ms/speaker-recognition@codepo8
Moderation
▪ Some things are not meant to be
consumed by people
▪ Computers don’t need counselling
once they saw them – people
should
▪ Known illegal and terrible content
can be automatically removed
@codepo8
With great power
comes great
responsibility…
@codepo8
Our
responsibilities..
▪ AI can be an amazing help for
humans
▪ It does need transparency – if you
use people as data sources, they
need to know what and where it
goes
▪ When people get information
filtered by an algorithm, it should
be an opt-in
▪ People need to have a chance to
dispute when an algorithm tagged
or disallowed them access.
@codepo8
Want to go deep?
▪ The Math behind ML
▪ The ethics of AI
▪ Working with Data using Python
▪ Machine Learning Models
▪ Deep Learning Models
▪ Reinforcement Learning Models
▪ Microsoft Professional Program
Certificate in Artificial Intelligence
aka.ms/learn-ai
10 courses, (8-16 hours each), 10 skills
@codepo8
Thanks!
Chris Heilmann
Christianheilmann.com
Developer-evangelism.com
@codepo8

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