machine learning using google technologies
TRANSCRIPT
Machine Learning using Google Technologies
Ralph Vincent Regalado CEO and Founder, Senti TechLabs
Community Manager, GDG Philippines
Machine Learning
”machine learning is a subfield of computer science. it gives computers the ability to learn without being explicitly programmed.”
-Arthur Samuel
Let’s build!
Let’s build!
if(coloris‘red’)fruit=apple
elseif(coloris‘orange’)fruit=orange
if(shapeis‘heart’)fruit=appleelseif(shapeis‘round’)fruit=orange
Let’s build!
Let’s build!
if(coloris‘red’orcoloris‘green’)fruit=apple
elseif(coloris‘orange’)fruit=orange
if(shapeis‘heart’)fruit=appleelseif(shapeis‘round’)fruit=orange
Let’s build!
MAY THE BRUTE FORCE BE WITH YOU?
”machine learning is a subfield of computer science. it gives computers the ability to learn without being explicitly programmed.”
-Arthur Samuel
“a computer program is said to learn from an experience E with respect to some task T and some performance measure P , if its performance on T as measured by P , improves by some experience E. “
- Tom Mitchel
Task + Performance Measure + Experience
Learning to Play Checkers
Task:
?
Performance Measure:
?
Experience:
?
Learning to Play Checkers
Task:
Playing checkers
Performance Measure:
Percent of games won against opponent
Experience:
Playing practice games against itself
Machine Learning Workflow
ExploreDataset
ChooseaModel
BuildModel Testing
Machine Learning Workflow
ExploreDataset
ChooseaModel
BuildModel Testing
pandas linear regression logistic regression
deep neural network
tensorflow
Machine Learning Tasks
Google Cloud Platform frees you from the overhead of managing infrastructure, provisioning servers and configuring networks. To let innovators innovate and let coders, well, just cod
cloud.google.com
Google Cloud Platform ML Services: - Machine Learning - Translate API - Speech API - Natural Language API - Vision API
https://codelabs.developers.google.com/codelabs/cloud-vision-nodejs
TensorFlow is an Open Source Software Library for Machine Intelligence.
Based on deep learning algorithm.
www.tensorflow.org
TensorFlow Models: - Inception - Namignizer - SyntaxNet - Transformer
https://github.com/tensorflow/ https://codelabs.developers.google.com/codelabs/tensorflow-for-poets
Google Assistant SDK lets you add hotword detection, voice control, natural language understanding and Google's smarts to your devices.
https://developers.google.com/assistant/sdk/
What now?
CRUD Applications
A new level of applications
INTELLIGENT APPLICATIONS
Expert Systems
Emotion Recognition
Business Intelligence
Robotics
ntuit.aiEmpowering organizations to drive
value from A!i"cial Intelligence
www.ntuit.ai
Localised Social Media Analytics Platform
www.senti.com.ph
Machine Learning using Google Technologies
Ralph Vincent Regalado CEO and Founder, Senti TechLabs
Community Manager, GDG Philippines
