Ml in games intel game developer presentation v1.2

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Jeopardy was 2011 5 years ago
2016 GOOGLE’s AI beat Master class Go players 20 years after
Feb 10 1996 IBM’s Deep Blue was the first computer to beat a chess master
The term Artificial Intelligence was originally coined by John McCarthy in 1955, defining it as “the science and engineering of making intelligent machines”.

Computing not based on strict mathematical models
Apple and Oranees… how would write code
An algorithm
Classifiers, Classic classifers have columns of data or “features”
Supervised learning, or collecting training data
Features “ “ in training data…
The more training data the better
Tensor Flow – Google
M Platform (Wit.ai) Tata
Data
Holmes
Virtual assistants
Siri Cortana Clever bot
Tayhttps://upload.wikimedia.org/wikipedia/en/6/6c/Tay_bot_logo.jpg

Machine Learning currently focusing on enables five classes of cognitive services working across structured and unstructured data with Natural Language Processing and Machine Learning
Google’s Deap Dream and Vision API
Facebook’s use of AI for photos

https://en.wikipedia.org/wiki/Balance_(game_design)
In game design, balance is the concept and the practice of tuning a game's rules, usually with the goal of preventing any of its component systems from being ineffective or otherwise undesirable when compared to their peers. An unbalanced system represents wasted development resources at the very least, and at worst can undermine the game's entire ruleset by making important roles or tasks impossible to perform.

Observing the changing landscape of analytics and the impact on businesses – slides 4-8

Introducing an accessible advanced analytics service in the cloud – slides 9-11

Bridging the divide between business users and IT managed analytics – slide 12

Providing analytics value through smarter data discovery – slides 13-17

Demonstrating the power of Watson Analytics – slide 18

Learning more about how to get started today! – slides 19-20

Search watson api services catalog description

Chit chat is a personality module for watson
Anticipation is done thorugh. Next best action
Ground Truth… training data

Support for Unity SDK
GitHub repository: Developers can create issues related to bugs/features in the unity library
StackOverflow: Technical questions about the library or bugs. we get notifications based on tags like unity or ibm-watson
dWanswers: same as with StackOverflow but with more focus on business questions

Situation
What did you want to do? What was your Goal?
Entertainment interactive BBC guardian FOX… sydney Startedup a started up.
We worked with TV network, TV production companies.
Port their story and charectors into interactive space…
Casual Semi Social. Audience extend into interacitve from

BACK STORY:
Cognia… Aquired by IBM, now part of Watson, Dialoging system
4 projects over 5 years
Code modeule onto second life
3d social space for accenture in second life
Introduction bot… had chat capabilitiy
What is the voice of a bronad
What is the tone of a brand
NOT RGB values.

“lads mag” Cloie… saucy..
Session time average 20 min
8% went over an hour
Increased traffic by 15% in web site, already hgih volume

Had the idea of suspect
Crime works well
Crebral
Hannable, strong charectors,
Funded ourselves
The project Factory

“Throw everything we could”
Very complex tech
Real time synchronized apps
Whatever the user says, get

Dialoging and applying game theory

US defence, ITSEC, UK defence
Nominated for serious games category

It is a simulation of a conversation

We learned, and written blogs about this reciently
AI and chat bots, and story telling.

Immerced myself,

Describe the developer
Describe the game scenario
Describe the challenge

I wanted to bring a character to life online…
That character would bring participant into his world
World was a gamified conversation.

I know this…
The way we did it…
It is really difficult, NOT easy….
3 ways we wrote for this..
Where thie story line that is being put out, in mind mapping software, Mind mapped, top, least amount of text, properties, I said something in a response, trigger, not just writing QnA the response the participant. Then coded in
Layer 2 generic QnA stuff, in Word, CORPUS, dialog elements, Sky was like, tv, family, BACK STORY, This was ingested
Layer 3 no name series of different loops he would get progressively more irritate, in WORD, Theme, cooking, “Do you like cooking” No I don’t like cooking” if again, then the response in a more negitve tone, you’ve already asked about this. STATE… you can’d do the things “ask I just said” because of time. Then code it into the dialoging system. LOTS of Dependancies, All vigns have to connect correctly, no way to automatically put in content
Top level was not a corpus, Very technical way of writing, “I just don’t understand how this works technially” from creative writers. Worked with team at cognia
Top level corpus to be coded. Building on a blank canvas. Lots of experiementation tweaks to core system. Really stressed the API. Probably in total, 6 to 8 weeks work,

HTEML 5, except mobile app in Unity…
Cognia we where able to app into API, and access to team it build point scoring, game session management handled by cognia
The access to API was more trestricted, moved processing into front end, browser, or onto our own backend, identiy management points scoring addition of points into javascript on the back end. Focus on dialoging processing text input providing correct replys, providing game play dialog returns points increment and data the mobile app needs to have, and returns it to our backend,

What went well, ITSEC conference, whatching people play, 2 to 3 days, Come in, stand up, and play through end to end PLAYED THROUGH DURING THE CONFERENCE. They loved it, Compeling, believle, they felt compelled to finish it. Nominated for awards. Very happy, complex challenge, POC
8 to 10 people for a day for video, core tech team, maxed out at 6, 18 months total 15 to 20, 3 or 4 of us, last 3 or 4 months.

What could do now “So Much”, entertainment, bringing charectors to life, AI, book authors, A story is made up of charectors, story’s world, focus on carector, it is what we talk about. Bringing those to life and writing… AI and Chat Bots.
HOW DID YOU TEST

Sleeping Jians, the books are a series of interviews…Partnership, DON”T GO THERE… give me yoru charectors let me proove it to you.

When the TV series fanilied,when the show is off air, they loose the audience to social media,
This allows an audience to remain engaged during off air,
Increase TV Viewing audience 25% two year runnings.
The moment you are off air,, give them to us. Brand Sponsorhip, the network broke even day 1.funded production and post.
Really well written character.
They missed the creative bit, Never ask the internet what you sould be thinking .. Lesson learned from kay.

RTL video, business model of engagement with a TV show, deck from phaedra. Send me the stats. From Cloie

The story:
Descrbe the data? What format, how did you upload… YOU describe it..
What information makes up the suspect
What was the API, how did you call it

How did you train? How long did it take.

The summary
How long did the game take to make?
What could you do now?

Solid developer
Interesting spin on things
Dialog
Maby behaviour analytics for mind mapping
Personality insights.

A new style of entertainment game.
Watson Dialog enabled free form natural language interaction.
You are interrogating a murderer
The whole point was to have the game feel like a live conversation.

Corpus was segmented text structure.
Ask how hard it was.

https://en.wikipedia.org/wiki/Balance_(game_design)
In game design, balance is the concept and the practice of tuning a game's rules, usually with the goal of preventing any of its component systems from being ineffective or otherwise undesirable when compared to their peers. An unbalanced system represents wasted development resources at the very least, and at worst can undermine the game's entire ruleset by making important roles or tasks impossible to perform.

The way we did it…
It is really difficult, NOT easy….
3 ways we wrote for this..
Where thie story line that is being put out, in mind mapping software, Mind mapped, top, least amount of text, properties, I said something in a response, trigger, not just writing QnA the response the participant. Then coded in
Layer 2 generic QnA stuff, in Word, CORPUS, dialog elements, Sky was like, tv, family, BACK STORY, This was ingested
Layer 3 no name series of different loops he would get progressively more irritate, in WORD, Theme, cooking, “Do you like cooking” No I don’t like cooking” if again, then the response in a more negitve tone, you’ve already asked about this. STATE… you can’d do the things “ask I just said” because of time. Then code it into the dialoging system. LOTS of Dependancies, All vigns have to connect correctly, no way to automatically put in content
Top level was not a corpus, Very technical way of writing, “I just don’t understand how this works technially” from creative writers. Worked with team at cognia
Top level corpus to be coded. Building on a blank canvas. Lots of experiementation tweaks to core system. Really stressed the API. Probably in total, 6 to 8 weeks work,

HTEML 5, except mobile app in Unity…
Cognia we where able to app into API, and access to team it build point scoring, game session management handled by cognia
The access to API was more trestricted, moved processing into front end, browser, or onto our own backend, identiy management points scoring addition of points into javascript on the back end. Focus on dialoging processing text input providing correct replys, providing game play dialog returns points increment and data the mobile app needs to have, and returns it to our backend,

What went well, ITSEC conference, whatching people play, 2 to 3 days, Come in, stand up, and play through end to end PLAYED THROUGH DURING THE CONFERENCE. They loved it, Compeling, believle, they felt compelled to finish it. Nominated for awards. Very happy, complex challenge, POC
8 to 10 people for a day for video, core tech team, maxed out at 6, 18 months total 15 to 20, 3 or 4 of us, last 3 or 4 months.

What could do now “So Much”, entertainment, bringing charectors to life, AI, book authors, A story is made up of charectors, story’s world, focus on carector, it is what we talk about. Bringing those to life and writing… AI and Chat Bots.
HOW DID YOU TEST

Sleeping Jians, the books are a series of interviews…Partnership, DON”T GO THERE… give me yoru charectors let me proove it to you.

When the TV series fanilied,when the show is off air, they loose the audience to social media,
This allows an audience to remain engaged during off air,
Increase TV Viewing audience 25% two year runnings.
The moment you are off air,, give them to us. Brand Sponsorhip, the network broke even day 1.funded production and post.
Really well written character.
They missed the creative bit, Never ask the internet what you sould be thinking .. Lesson learned from kay.

RTL video, business model of engagement with a TV show, deck from phaedra. Send me the stats. From Cloie

The story:
Descrbe the data? What format, how did you upload… YOU describe it..
What information makes up the suspect
What was the API, how did you call it

How did you train? How long did it take.

The summary
How long did the game take to make?
What could you do now?

Solid developer
Interesting spin on things
Dialog
Maby behaviour analytics for mind mapping
Personality insights.

A new style of entertainment game.
Watson Dialog enabled free form natural language interaction.
You are interrogating a murderer
The whole point was to have the game feel like a live conversation.

https://www.youtube.com/watch?v=LN4S10v2EdI

Ml in games intel game developer presentation v1.2

George Dolbier

Ml in games intel game developer presentation v1.2