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Machine Learning Introduction
for Digital Business Leaders
Sudha Jamthe
Barcelona Technology School,
Barcelona, Oct 2016
1IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Instructor: SUDHA JAMTHE
2
The IoT Show (YouTube)
Past : Mobile, Social Growth Leader
STEM & Regional Economic Development –
Turkey/Czech/Barcelona
CEO IoTDisruption, Technology Futurist
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
MACHINE LEARNING IS A PART OF AI
3
Machine
Learning
VR
AR
Voice to Text
Text to Speech
Facial Recognition
Computer Vision
Natural Language Processing
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Copyright: Sudha Jamthe
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Machine Learning teaches computers
to develop programs with large
volume of data and drive decisions
without human intervention.
4IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
What can a computer do with
Machine Learning?
1. Tell the self driving car to stop
2. This newsfeed is spam
3. This photo is the face of Sudha Jamthe
4. Sell this stock now
5. I recommend this movie on Netflix
6. I can confirm if this cell looks like cancer cell
or not
5IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
My Machine Learning Dog
6IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Recommendation Engines
Amazon uses ML for video recommendation
7IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Facial Recognition – Google Photos
8IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Computer Vision
Take a series of 2D pictures to create a
3D analysis
e.g. Civilmaps, Robots, Wearable Pills
9IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Health Informatics
10IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Image: Stanford Student research on Cancer from Tobacco usage
Facebook – Spam Detection
• Facebook Spam Detection
• Credit Card company – Fraud Detection
• Pathogen in Blood Samples
11
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
12
WHICH ONE IS AMY MY ASSISTANT?
CLUE: Amy is a bot
IoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe
Language Translations
Live Demo (Try this on your
computers)http://www.ibm.com/watson/developerclo
ud/services-catalog.html
Speech to Text https://speech-to-text-
demo.mybluemix.net/
http://visual-recognition-demo.mybluemix.net/
https://cloud.google.com/products/machine-learning/
https://cloud.google.com/speech/
13IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
GOOGLE DEEPMIND TO PREDICT KIDNEY
PROBLEMS (DEEP LEARNING ALGORITHM)
14
Image source: Digital Trends
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamtheIoTDisruptions.co http://bit.ly/IoTAIBook
@sujamthe
AUTONOMOUS VEHICLES
15
Image: Scania
IoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe
16
ROBOTS MAKING MACHINES
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Marketing
• Customer Segmentation
• Churn Prediction
• Customer Analytics
17IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Machine Learning APIs
• api.ai, Cogito, DataSift, iSpeech, Microsoft
Project Oxford, Mozscape, and OpenCalais.
• Amazon, Google, IBM Watson, and Microsoft
• Amazon AWS
serviceshttps://aws.amazon.com/machine-
learning/
18IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Machine Learning Jobs
IoTDisruptions.co http://bit.ly/IoTAIBook
@sujamthe
19
Who Does Machine Learning Today?
• http://datam.i2r.a-
star.edu.sg/dad/dadMLlab.htm
• https://www.ml.cmu.edu/people/phd-
students.html
IoTDisruptions.co http://bit.ly/IoTAIBook
@sujamthe
20
ML Job Roles in Companies Digital
Transformation
ML Researcher  ML Engineer -> Data
Scientist
ML Product Manager/Business Roles
(EVOLVING)
21
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Machine Learning Jobs (6.6K jobs)
• Facebook ML AI/ ML Program Manager
• Siemens - Senior Innovator – (Machine Learning / Deep Learning)
• Chief Machine Learning Scientist - $5m compensation package (FinTech)
• Twitter -Product Manager, Core Ads: Ad Supply Management
• SAP Frontend Developer for Machine Learning development
• GroupOn Director, Business Operations & Analytics
• Apple Sr. Infrastructure Engineer - Applied Machine Learning
• Machine Learning Deployment Engineer, Professional Services, Google Cloud
• Sr. Product Manager in LinkedIn, Splunk, Walmart, Cisco, Amazon
• Computational Biologist, 23andMe
• SAP, Director, Platform Strategy
• Visa, Senior Design Technologist
• CTO, XiQ
• Sr. Product Manager, Capital One Bank Labs
• Business and Market Strategist, Enlitic
22IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Machine Learning Jobs in Spain
• Business Transformation Manager Innovation ,
Zurich Insurance company
• Sr. Product Manager, Knowit
• Computer Vision & Machine Learning Jr,
Touchvie
• Human Machine Interaction Development
Lead, Telefonica
23IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
How does Machine Learning Work?
24IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
How does Machine Learning Work?
1. Supervised
– Get Training Data, Define factors, Remove biases
2. Unsupervised Learning aka Deep Mining
- No need to define factors, train same
architecture for generic problem solving.
25IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Machine Learning Works by Building
Data Models (a geometric shape of
data*)
image: Techemregence Gaussian mixture model
Training
Data &
Factors
Predict
Outcomes
to make
decisions
26IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Machine Learning Platform
(TensorFlow, ScikitLearn, Theano, Spark Mlib, H20)
The right model
(decision tree, nearest neighbor, neural net, support vector machine,
ensemble of multiple models)
A learning procedure to fit the data
(linear regression, gradient descent, genetic algorithms, bagging,
boosting, and other model-specific methods)
Right data and fit
(bias and variance, overfitting and underfitting, missing data,
data leakage)
Deploying a ML Service into a Product
(Identity, Data Governance, Algorithmic accuracy/
Compliance for industry)
Building Products with Machine Learning
© Sudha Jamthe
27IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Building Products with Machine Learning
28IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
Pick a Machine Learning Platform
(TensorFlow, ScikitLearn, Theano, Spark Mlib, H20)
Develop the right stats model (decision tree, nearest neighbor, neural
net, support vector machine) and Fit the data using right learning
procedure ( linear regression, gradient descent, boosting, nagging)
Develop Training Data & Fit
(bias and variance, overfitting and underfitting, missing data,
data leakage)
Defining a ML Service into a Product
(Identity, Data Governance, Algorithmic accuracy/
Compliance for industry)
© Sudha Jamthe
ML Engineer
ML Researcher
ML Product
Manager
AI COMPANIES LANDSCAPE
29IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
30
INDUSTRIES IMPACTED BY MACHINE LEARNING
IoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe
Questions?
http://slideshare.com/sujamthe
Email me sujamthe@gmail.com
Twitter @sujamthe
IoT Disruptions 2020
http://bit.ly/IoTAIBook
31
IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe

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Machine Learning Introduction for Digital Business Leaders

  • 1. Machine Learning Introduction for Digital Business Leaders Sudha Jamthe Barcelona Technology School, Barcelona, Oct 2016 1IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 2. Instructor: SUDHA JAMTHE 2 The IoT Show (YouTube) Past : Mobile, Social Growth Leader STEM & Regional Economic Development – Turkey/Czech/Barcelona CEO IoTDisruption, Technology Futurist IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 3. MACHINE LEARNING IS A PART OF AI 3 Machine Learning VR AR Voice to Text Text to Speech Facial Recognition Computer Vision Natural Language Processing IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe Copyright: Sudha Jamthe IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 4. Machine Learning teaches computers to develop programs with large volume of data and drive decisions without human intervention. 4IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 5. What can a computer do with Machine Learning? 1. Tell the self driving car to stop 2. This newsfeed is spam 3. This photo is the face of Sudha Jamthe 4. Sell this stock now 5. I recommend this movie on Netflix 6. I can confirm if this cell looks like cancer cell or not 5IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 6. My Machine Learning Dog 6IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 7. Recommendation Engines Amazon uses ML for video recommendation 7IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 8. Facial Recognition – Google Photos 8IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 9. Computer Vision Take a series of 2D pictures to create a 3D analysis e.g. Civilmaps, Robots, Wearable Pills 9IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 10. Health Informatics 10IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe Image: Stanford Student research on Cancer from Tobacco usage
  • 11. Facebook – Spam Detection • Facebook Spam Detection • Credit Card company – Fraud Detection • Pathogen in Blood Samples 11 IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 12. 12 WHICH ONE IS AMY MY ASSISTANT? CLUE: Amy is a bot IoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe
  • 13. Language Translations Live Demo (Try this on your computers)http://www.ibm.com/watson/developerclo ud/services-catalog.html Speech to Text https://speech-to-text- demo.mybluemix.net/ http://visual-recognition-demo.mybluemix.net/ https://cloud.google.com/products/machine-learning/ https://cloud.google.com/speech/ 13IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 14. GOOGLE DEEPMIND TO PREDICT KIDNEY PROBLEMS (DEEP LEARNING ALGORITHM) 14 Image source: Digital Trends IoTDisruptions.com http://bit.ly/IoTAIBook @sujamtheIoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe
  • 15. AUTONOMOUS VEHICLES 15 Image: Scania IoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe
  • 16. 16 ROBOTS MAKING MACHINES IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 17. Marketing • Customer Segmentation • Churn Prediction • Customer Analytics 17IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 18. Machine Learning APIs • api.ai, Cogito, DataSift, iSpeech, Microsoft Project Oxford, Mozscape, and OpenCalais. • Amazon, Google, IBM Watson, and Microsoft • Amazon AWS serviceshttps://aws.amazon.com/machine- learning/ 18IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 19. Machine Learning Jobs IoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe 19
  • 20. Who Does Machine Learning Today? • http://datam.i2r.a- star.edu.sg/dad/dadMLlab.htm • https://www.ml.cmu.edu/people/phd- students.html IoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe 20
  • 21. ML Job Roles in Companies Digital Transformation ML Researcher  ML Engineer -> Data Scientist ML Product Manager/Business Roles (EVOLVING) 21 IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 22. Machine Learning Jobs (6.6K jobs) • Facebook ML AI/ ML Program Manager • Siemens - Senior Innovator – (Machine Learning / Deep Learning) • Chief Machine Learning Scientist - $5m compensation package (FinTech) • Twitter -Product Manager, Core Ads: Ad Supply Management • SAP Frontend Developer for Machine Learning development • GroupOn Director, Business Operations & Analytics • Apple Sr. Infrastructure Engineer - Applied Machine Learning • Machine Learning Deployment Engineer, Professional Services, Google Cloud • Sr. Product Manager in LinkedIn, Splunk, Walmart, Cisco, Amazon • Computational Biologist, 23andMe • SAP, Director, Platform Strategy • Visa, Senior Design Technologist • CTO, XiQ • Sr. Product Manager, Capital One Bank Labs • Business and Market Strategist, Enlitic 22IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 23. Machine Learning Jobs in Spain • Business Transformation Manager Innovation , Zurich Insurance company • Sr. Product Manager, Knowit • Computer Vision & Machine Learning Jr, Touchvie • Human Machine Interaction Development Lead, Telefonica 23IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 24. How does Machine Learning Work? 24IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 25. How does Machine Learning Work? 1. Supervised – Get Training Data, Define factors, Remove biases 2. Unsupervised Learning aka Deep Mining - No need to define factors, train same architecture for generic problem solving. 25IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 26. Machine Learning Works by Building Data Models (a geometric shape of data*) image: Techemregence Gaussian mixture model Training Data & Factors Predict Outcomes to make decisions 26IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 27. Machine Learning Platform (TensorFlow, ScikitLearn, Theano, Spark Mlib, H20) The right model (decision tree, nearest neighbor, neural net, support vector machine, ensemble of multiple models) A learning procedure to fit the data (linear regression, gradient descent, genetic algorithms, bagging, boosting, and other model-specific methods) Right data and fit (bias and variance, overfitting and underfitting, missing data, data leakage) Deploying a ML Service into a Product (Identity, Data Governance, Algorithmic accuracy/ Compliance for industry) Building Products with Machine Learning © Sudha Jamthe 27IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 28. Building Products with Machine Learning 28IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe Pick a Machine Learning Platform (TensorFlow, ScikitLearn, Theano, Spark Mlib, H20) Develop the right stats model (decision tree, nearest neighbor, neural net, support vector machine) and Fit the data using right learning procedure ( linear regression, gradient descent, boosting, nagging) Develop Training Data & Fit (bias and variance, overfitting and underfitting, missing data, data leakage) Defining a ML Service into a Product (Identity, Data Governance, Algorithmic accuracy/ Compliance for industry) © Sudha Jamthe ML Engineer ML Researcher ML Product Manager
  • 29. AI COMPANIES LANDSCAPE 29IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe
  • 30. 30 INDUSTRIES IMPACTED BY MACHINE LEARNING IoTDisruptions.co http://bit.ly/IoTAIBook @sujamthe
  • 31. Questions? http://slideshare.com/sujamthe Email me [email protected] Twitter @sujamthe IoT Disruptions 2020 http://bit.ly/IoTAIBook 31 IoTDisruptions.com http://bit.ly/IoTAIBook @sujamthe

Editor's Notes

  • #28: PM – Where to use ML? What problem to solve with ML?
  • #29: PM – Where to use ML? What problem to solve with ML?