SlideShare a Scribd company logo
1 of 23
Download to read offline
Curated by Antoine Moyroud
Link to Article
Video explaining the
operation:
Link to Article
Aim:
Faster cloud adoption
Compete against
AWS, AZURE, GCP
Pros:
IBM long-time investor in
Linux Ecosystem
Cons:
Possible culture clash
between the two companies.
More info
Aim:
Merge O-data
(operational data)
With X-data
(experience data)
Takeaway:
Companies that didn’t become
data driven, that didn’t demand
immediate access to O-data,
eventually got left behind. Most
companies do pretty well with
O-data. But O-data is no longer
a competitive advantage.
Companies need X-data.
Interview from both CEOs
The research undertaken for this
report identifies seven segments of
Americans (or “tribes”) who are
distinguished by differences in their
underlying beliefs and attitudes.
Membership in these tribes was
determined by each individual’s
answers to a subset of 58 core
belief and behavioral questions that
were asked together with the rest of
the survey
Link to the report
UPS NPT - New Network planning tools using Machine Learning
800 Million shipments - Saving $100M-200M/year
More info
Why Big Tech pays poor Kenyans to teach self-driving cars
This article and short documentary
presents an insider view of
Samasource, a company which
works with big tech firms to tag
images for machine learning
algorithms such as the ones used
by autonomous vehicles.
More info (video + article)
For the first, an algorithm has provided
better results than human performance
when playing Montezuma’s Revenge.
As a subsection of Deep Reinforcement
Learning, Curiosity-driven machine learning,
turns the agent into a self-learner.
More info
Beating Montezuma’s Revenge
using Curiosity-driven
Machine Learning
What is reinforcement learning?
Understanding why solving
Montezuma's Revenge is
challenging
OpenAI article on how
they achieved this
Link to article
Link to interactive graph
$432,50045 times its high estimate
“We fed the system with a data set
of 15,000 portraits painted between
the 14th century to the 20th. The
Generator makes a new image
based on the set, then the
Discriminator tries to spot the
difference between a human-made
image and one created by the
Generator. The aim is to fool the
Discriminator into thinking that the
new images are real-life portraits.
Then we have a result.”
More info
Generative
Adversarial
Networks
explained
DATAVIZ
Source
Analyzing the frequency of “Ums” in a Ted Talk
Access the visualisation
Up to-data #1 - A Monthly Digest of Data Science News

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Up to-data #1 - A Monthly Digest of Data Science News

  • 5. Aim: Faster cloud adoption Compete against AWS, AZURE, GCP Pros: IBM long-time investor in Linux Ecosystem Cons: Possible culture clash between the two companies. More info
  • 6. Aim: Merge O-data (operational data) With X-data (experience data) Takeaway: Companies that didn’t become data driven, that didn’t demand immediate access to O-data, eventually got left behind. Most companies do pretty well with O-data. But O-data is no longer a competitive advantage. Companies need X-data. Interview from both CEOs
  • 7.
  • 8. The research undertaken for this report identifies seven segments of Americans (or “tribes”) who are distinguished by differences in their underlying beliefs and attitudes. Membership in these tribes was determined by each individual’s answers to a subset of 58 core belief and behavioral questions that were asked together with the rest of the survey Link to the report
  • 9.
  • 10. UPS NPT - New Network planning tools using Machine Learning 800 Million shipments - Saving $100M-200M/year More info
  • 11. Why Big Tech pays poor Kenyans to teach self-driving cars This article and short documentary presents an insider view of Samasource, a company which works with big tech firms to tag images for machine learning algorithms such as the ones used by autonomous vehicles. More info (video + article)
  • 12. For the first, an algorithm has provided better results than human performance when playing Montezuma’s Revenge. As a subsection of Deep Reinforcement Learning, Curiosity-driven machine learning, turns the agent into a self-learner. More info Beating Montezuma’s Revenge using Curiosity-driven Machine Learning
  • 13. What is reinforcement learning? Understanding why solving Montezuma's Revenge is challenging
  • 14. OpenAI article on how they achieved this
  • 17. $432,50045 times its high estimate “We fed the system with a data set of 15,000 portraits painted between the 14th century to the 20th. The Generator makes a new image based on the set, then the Discriminator tries to spot the difference between a human-made image and one created by the Generator. The aim is to fool the Discriminator into thinking that the new images are real-life portraits. Then we have a result.” More info Generative Adversarial Networks explained
  • 18.
  • 21.
  • 22. Analyzing the frequency of “Ums” in a Ted Talk Access the visualisation