bună după amiază · 2019-06-19 · how do we define an ai problem ai tools supervised learning...
TRANSCRIPT
![Page 1: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/1.jpg)
bună după-amiază
Boa tarde
Good afternoon
![Page 2: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/2.jpg)
TIAGO SANTOS
#Artificial Intelligence
#Electrical engineer
#Machine learning #Deep learning
#Technology#Biology#Sports #Innovation
#IoT #Blockchain
#Travel
![Page 3: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/3.jpg)
WHY?
What can we do differently today if we
knew what will happen in the next days?
![Page 4: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/4.jpg)
Energy SystemHow does it work?
Consumption
Production = Consumption + Losses
Generation Transmission & distribution
![Page 5: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/5.jpg)
Consumption
Production = Consumption + Losses
Generation Transmission & distribution
Energy SystemHow does it work?
![Page 6: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/6.jpg)
Generation Consumption
Production = Consumption + Losses
Transmission & distribution
Energy SystemHow does it work?
![Page 7: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/7.jpg)
This is
only
possible
using AI
Energy SystemHow does it work?
![Page 8: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/8.jpg)
How do we define an AI problem?Inputs
SCADA CLIENT’S
KNOWLEDGE WEATHER SYSTEM
![Page 9: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/9.jpg)
How do we define an AI problem?Inputs
![Page 10: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/10.jpg)
How do we define an AI problem?Inputs
SCADA
Historical and real-time data
![Page 11: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/11.jpg)
How do we define an AI problem?Inputs
SCADA CLIENT’S
KNOWLEDGE
Historical and real-time data
Experience beyond the data
![Page 12: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/12.jpg)
How do we define an AI problem?Inputs
SCADA CLIENT’S
KNOWLEDGE
Historical and real-time data
Experience beyond the data
![Page 13: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/13.jpg)
How do we define an AI problemAI tools
Supervised learning Unsupervised learning
• Linear regression and Logistic
regression
• Random Forest and Gradient-
boosting trees
• Naibe Bayes
• SVM – Suport Vector
Machines
• Neural network
• Knowledge Mapping
• K-means and Hierarchical
clustering
• Gaussian mixture mode
• Recommender system
FOCUSPredictive Algorithms
![Page 14: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/14.jpg)
How do we define an AI problemClients
Nowadays,
clients
see the value of
…BUT…
![Page 15: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/15.jpg)
Artificial
Intelligence
It’s a kind of magic!
“saying you haven’t deployed AI yet is like admitting to
your high school classmates that you’re still a virgin.”
![Page 16: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/16.jpg)
How do we define an AI problem?Clients
![Page 17: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/17.jpg)
How do we define an AI problem?Clients
![Page 18: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/18.jpg)
How do we define an AI problem?Clients
What client wants?
What is important?
How much money?
What client needs?
![Page 19: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/19.jpg)
What we define an AI problemClients
Developer team Client team
Mute conversation
![Page 20: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/20.jpg)
AI challengePredictive thinking methodology
TRANSLATE
Universities to give us the State of Art
Regression Random Forest Gradient-boostingNaive Bayes
SVMNeural network
Knowledge MappingClustering algorithms
Artificial Intelligence - Machine Learning
- Business knowledge
- Experience - Define the problem
TRANSLATETRANSLATE TRANSLATE
![Page 21: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/21.jpg)
AI challengePredictive thinking methodology
EI –
Em
otio
na
l In
tellig
en
ce
TRANSLATE
Universities to give us the State of Art
Regression Random Forest Gradient-boostingNaive Bayes
SVMNeural network
Knowledge MappingClustering algorithms
Artificial Intelligence - Machine Learning
- Business knowledge
- Experience - Define the problem
TRANSLATETRANSLATE TRANSLATE
![Page 22: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/22.jpg)
OUR MISSIONEMPATHIZEBetween human & machine
DEFINEObjective,
scope & path to solution
MODELCombine right technologies
PROTOTYPETest &
validate models
PREDICTDeliver agreed
output | KPIs
CONTINUOUSLY IMPROVED ACCURACY
AI challengePredictive thinking methodology
![Page 23: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/23.jpg)
Magic appears when we
put all these tools together
in order to solve our
problem.
This only make sense when we
combine the AI tools with client’s knowledge
![Page 24: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/24.jpg)
AI WorldWhat we have learned
I am still a developer or data scientist …
Like any AI developer the most important goal is to
create something that makes a difference…
The most difficult thing that I found was to manage
expectations
![Page 25: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/25.jpg)
We want to design
a system to work in
a way that users
understand…
But… didn’t expect
was possible.
![Page 26: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/26.jpg)
![Page 27: bună după amiază · 2019-06-19 · How do we define an AI problem AI tools Supervised learning Unsupervised learning • Linear regression and Logistic regression • Random Forest](https://reader034.vdocuments.us/reader034/viewer/2022042219/5ec53c7e27207d51475aa3eb/html5/thumbnails/27.jpg)
Thank [email protected]