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Data Science for open innovation in
SMEs and Large Corporations
FRAMEWORK
 Hot topics in Data Science
 Open-source culture
 Intro Data Science Society
 Business cases from:
2
 Telec...
Email: sergiev.sergi@gmail.com
LinkedIn: /in/sergiev/3
SERGI SERGIEV
HOT TOPICS
 Image processing
 Image generation
 Video generation
 Robotics
 Train the robot
 Autonomous cars
 NLP
...
IMAGE GENERATION
5
github.com/NVlabs/stylegan
github.com/goberoi/faceit
A Style-Based Generator Architecture for Generativ...
VIDEO GENERATION
6
github.com/iperov/DeepFaceLab
github.com/deepfakes/
github.com/bernhard2202/improved-video-gan
FakeApp
TRAIN THE ROBOT
7
www.opensource.com/life/16/4/open-source-robotics-projects
www.datasciencecentral.com/profiles/blogs/ope...
AUTONOMOUS CARS
8
[Open Source Self-Driving Car] github.com/ApolloAuto/Apollo
[Apollo and Baidu] github.com/udacity/self-d...
TEXT GENERATION
9 github.com/openai/gpt-2
 Full GPT-2 code:
1.5 billion parameters
 Junior GPT-2 code:
around 120 million
#BEYONDFAKENEWS
10
“Propaganda is the new weapon which
influence people opinions or believes at
certain ideology whether t...
OPEN-SOURCE CULTURE
 Accelerators: Metro, BMW startup garage, Coca Cola, McDonalds
 Challenges
 Google Deepmind [ www.d...
60+ meetups and
conferences
Monthlyevents andconferences
where people with expertise in
different areas share their cases ...
OUR OWN ENVIRONMENT
Data.Platform [THE FOUNDATION OF BEING GLOBAL ]
13
Online Learn repositories
Data.Chat
Data.Cloud
230 ...
GERMAN RETAILER (OBJECT DETECTION)
14 www.bit.ly/DSSretail
Data Science Society
Input data:
 68 products
 ~ 70 000 produ...
TELECOM COMPANY (SNA)
15
Input data:
 1 011 619 calls
 32 774 unique core members
Output:
 Group leaders
 Fraud detect...
DATA SCIENCE SOCIETY
COMMUNITIES COMPANIES
Become part of DSS!
Organizer:
What we do and what we achieve
on our website or social networks:
http://datasciencesociety...
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Data Science for Open Innovation in SMEs and Large Corporations

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Latest trends in Data Science and why the open-source culture and open innovation is expanding so fast. Find more about Data Science Society, its latest activities and how they cooperate with different local communities around the world for stimulating the new forms of education. At the end of the presentation, there are the results of two business cases from a telecom company (SNA) and a German retailer (object detection), which were solved during the Data Science Society’s hackathons (Global Datathons).

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Data Science for Open Innovation in SMEs and Large Corporations

  1. 1. Data Science for open innovation in SMEs and Large Corporations
  2. 2. FRAMEWORK  Hot topics in Data Science  Open-source culture  Intro Data Science Society  Business cases from: 2  Telecom company (SNA)  German retailer (Object Detection)
  3. 3. Email: sergiev.sergi@gmail.com LinkedIn: /in/sergiev/3 SERGI SERGIEV
  4. 4. HOT TOPICS  Image processing  Image generation  Video generation  Robotics  Train the robot  Autonomous cars  NLP  Text generation  #BEYONDFAKENEWS
  5. 5. IMAGE GENERATION 5 github.com/NVlabs/stylegan github.com/goberoi/faceit A Style-Based Generator Architecture for Generative Adversarial Networks
  6. 6. VIDEO GENERATION 6 github.com/iperov/DeepFaceLab github.com/deepfakes/ github.com/bernhard2202/improved-video-gan FakeApp
  7. 7. TRAIN THE ROBOT 7 www.opensource.com/life/16/4/open-source-robotics-projects www.datasciencecentral.com/profiles/blogs/opensource-robotics-projects www.blog.openai.com/robots-that-learn/
  8. 8. AUTONOMOUS CARS 8 [Open Source Self-Driving Car] github.com/ApolloAuto/Apollo [Apollo and Baidu] github.com/udacity/self-driving-car
  9. 9. TEXT GENERATION 9 github.com/openai/gpt-2  Full GPT-2 code: 1.5 billion parameters  Junior GPT-2 code: around 120 million
  10. 10. #BEYONDFAKENEWS 10 “Propaganda is the new weapon which influence people opinions or believes at certain ideology whether that ideology is right or wrong.” 3 levels of difficulty 40 solutions 20+ countries Leading institutes against news propaganda. www.bit.ly/HackNews Data Science Society
  11. 11. OPEN-SOURCE CULTURE  Accelerators: Metro, BMW startup garage, Coca Cola, McDonalds  Challenges  Google Deepmind [ www.deepmind.com/research/open-source/open-source-code/]  Amazon over 1600 projects on GitHub [www.aws.amazon.com/opensource/]  Baidu [github.com/baidu]  Uniliver: R&D €1 billion, staff: 6 200, 30 - 40 %  OpenAI [github.com/openai] 11
  12. 12. 60+ meetups and conferences Monthlyevents andconferences where people with expertise in different areas share their cases and problems in different industries from a Data Science prospective. 7 Datathons A weekend-long online and physical international competition with real-world business cases, top experts, 350+ participants from 20+ countries. Members over 50 countries • Senior developers • Master and PhD Students in Data Science, Statistics, Business Analytics etc. • Domainexperts passionate about data • Mathematical and datageeks Working with Universities Organizing different events, Academia Datathons and monthly challengesworking closely with +10 Universities 150+ solutions from 28 cases 100+ teams with 1 to 25 years of expertise involvedin solving variousbusiness cases 15+ training sessions Various trainings, workshops, master classes, summer school etc… are organizedwith practical implications in Data Science domain.
  13. 13. OUR OWN ENVIRONMENT Data.Platform [THE FOUNDATION OF BEING GLOBAL ] 13 Online Learn repositories Data.Chat Data.Cloud 230 + SIG + Scientific Articles 75 000 + Messages Jupyter Notebook integration with R and Python
  14. 14. GERMAN RETAILER (OBJECT DETECTION) 14 www.bit.ly/DSSretail Data Science Society Input data:  68 products  ~ 70 000 product images with plastic bags Output:  99.46% top3 accuracy (90.18% top1)  processing time 0.006 s per image on a single GPU Titan X
  15. 15. TELECOM COMPANY (SNA) 15 Input data:  1 011 619 calls  32 774 unique core members Output:  Group leaders  Fraud detection  Family detection  Colleagues detections www.bit.ly/DSSsna Data Science Society
  16. 16. DATA SCIENCE SOCIETY COMMUNITIES COMPANIES
  17. 17. Become part of DSS! Organizer: What we do and what we achieve on our website or social networks: http://datasciencesociety.net Contacts: Reach out directly. Email: info@datasciencesociety.net Phone: +359 888 400 290

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