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Azzurra RagoneData Driven Innovation Summit 2016
DATA SCIENTIST: the top player
that everyone wants in a
company
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra Ragone
University of Milan Bicocca
https://it.linkedin.com/in/azzurraragone
@azzurraragone
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
“Levare il
superfluo dalla
materia per
ridurre a forma
di corpo che
nella idea dello
artefice è
disegnata".
(Vasari – architech
and writer – 16th-
century)
“Remove the
superfluous
from the
material to
reduce to a body
shape that in the
idea of the artist
is designed”
Azzurra RagoneData Driven Innovation Summit 2016
The McKinsey Global Institute
predicted that by 2018 the U.S. could
face a shortage of 1.5 million people
who know how to leverage data
analysis to make effective decisions
Azzurra RagoneData Driven Innovation Summit 2016
The first steps on your path to
professional data viz
Azzurra RagoneData Driven Innovation Summit 2016
Data Career Paths
Degree courses
Engineering
Statistics
Mathematics
...
Data Science
Masters
Mix of computer
science, statistics,
sociology, economic
Online Resources
Massive Open Online
Courses (MOOC)
Tutorials
Azzurra RagoneData Driven Innovation Summit 2016
Data Scientist
key competences
Machine LearningProgramming languages Math, Stats
Azzurra RagoneData Driven Innovation Summit 2016
Technology (just a few)
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
Data Scientist Jobs - Google Trends
Azzurra RagoneData Driven Innovation Summit 2016
Data Analyst Jobs - Google Trends
Azzurra RagoneData Driven Innovation Summit 2016
Same mission in the
company
To glean insight from the
massive pool of data available
Azzurra RagoneData Driven Innovation Summit 2016
Where Data Analytics ends
and Data Science begins...
Azzurra RagoneData Driven Innovation Summit 2016
A data
analyst is a
junior data
scientist
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
Data Analysts
focus on
visualizations
describing and
summarizing the
past
Azzurra RagoneData Driven Innovation Summit 2016
Data Scientists
manipulate data
and create models
to improve the
future (predictive
models)
Azzurra RagoneData Driven Innovation Summit 2016
Data scientist?
Thomson Nguyen - CEO and Co-founder of Framed Data
Azzurra RagoneData Driven Innovation Summit 2016
Academic Curiosity
Azzurra RagoneData Driven Innovation Summit 2016
“ Academic curiosity is a desire to go
beneath the surface and distill a problem
into a very clear set of hypotheses that can
be tested [...] look at the available data sets
and sources to figure out an experiment or
a model that solves one of the company’s
problems.
Thomson Nguyen
Azzurra RagoneData Driven Innovation Summit 2016
Storytelling
Azzurra RagoneData Driven Innovation Summit 2016
Product Sense
Azzurra RagoneData Driven Innovation Summit 2016
Statistical and
machine learning
knowledge
Azzurra RagoneData Driven Innovation Summit 2016
Engineering
experience
Azzurra RagoneData Driven Innovation Summit 2016
Creativity
Azzurra RagoneData Driven Innovation Summit 2016
“Skills to work with Big Data”
Source: “Creating Value through Open Data” - EU commission - 2015
Azzurra RagoneData Driven Innovation Summit 2016
Data
Specialist
team
Data Scientist
Data Analyst
Data Engineer
Azzurra RagoneData Driven Innovation Summit 2016
Data
Science
Azzurra RagoneData Driven Innovation Summit 2016
Graph Analytics
Azzurra RagoneData Driven Innovation Summit 2016
The
Indexable
Web graph
Billions of
nodes,
trillions of
edges
Source: Wired
Azzurra RagoneData Driven Innovation Summit 2016
The
Facebook
graph
1B of nodes
(users),
200B of
edges
(friendships)
Azzurra RagoneData Driven Innovation Summit 2016
Recommender
Systems
Matrix with:
Millions of users
Millions of items
Billions of ratings
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
Personalized
Information Access
▪ Help the user in finding the information
they might be interested in
▪ Consider their preferences/past
behaviour
▪ Filter irrelevant information
Azzurra RagoneData Driven Innovation Summit 2016
Recommender Systems
Matching
Information Overload
Azzurra RagoneData Driven Innovation Summit 2016
Azzurra RagoneData Driven Innovation Summit 2016
Explanation
Transparency Validity
Trustworthiness
Effectiveness
Efficiency
Satisfaction
Relevance
Persuasiveness
Comprehensibility
Education
Azzurra RagoneData Driven Innovation Summit 2016
Explanation in
Netflix
Azzurra RagoneData Driven Innovation Summit 2016
Accuracy
Diversity
Novelty
Serendipity
Cross-domain
Azzurra RagoneData Driven Innovation Summit 2016
Semantic
Recommender
Systems
Azzurra RagoneData Driven Innovation Summit 2016
The
Linked
Open Data
Cloud
Web 3.0
Source: (http://lod-cloud.net/)
Azzurra RagoneData Driven Innovation Summit 2016
LOD is the Web
Azzurra RagoneData Driven Innovation Summit 2016
RDF - Resource Description Framework
Azzurra RagoneData Driven Innovation Summit 2016
SPARQL
Azzurra RagoneData Driven Innovation Summit 2016
“ If I had to express my views about
the digital future – that of Europe
or indeed, of the whole world - I
could do it with one word: data.
Andrus Ansip, Vice-President
Digital Single Market
Azzurra RagoneData Driven Innovation Summit 2016
Thanks!
!Any questions?
You can find me at
azzurra.ragone@unimib.it

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一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
 

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