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Alles offen = gut?
Möglichkeiten in einem
Eco-System
T-Systems, Max Guhl| July , 2019
Science &
Simulation
Max Guhl
Mobile: +49 1708507516
E-Mail: max.guhl@t-systems.com
Super
Computing
Quanten
Computing
AI HPC
PUBlic
Cloud
Alles offen = gut? - Möglichkeiten in einem Eco-System
3July 15, 2020
How our
world changes
How can
I help you?
Service Hotline - Chatbots
Made by min G max
D Ex[log(D(x))]
+Ez[log(1-D(G(z)))]
Edmond de Belamy, Obvious – Artificial art
Users who purchased this article, …
Amazon – Product recommendation machines
Your train will
be delayed
by 13 minutes
Deutsche Bahn App –
Predictive Analytics
Press OK
to enable automated driving
vision of autonomous driving
This product doesn’t fulfil
the set production standards
Any production line – video analysis/Image recognition
Alles offen = gut? - Möglichkeiten in einem Eco-System
PREDICTIVE
ANALYTICS
▪ Accurate delay prediction to the exact minute
▪ Planning the operation of trains and
maintenance teams
▪ 24/7 customer information on all platforms
▪ https://www.youtube.com/watch?v=icj4ISUl5qo
Nut M12
Washer m3
EFFICIENT
WAREHOUSE
MANAGEMENT
VIA OBJECT RECOGNITION
▪ Simple Access by Mobile App
▪ Accurate status of Inventory
▪ Faster retrieval of “lost” objects
Bolt screw m1/4
Bolt screw M8-40
say “Hi” to Edmond
by
min G max
D Ex[log(D(x))]
+Ez[log(1-D(G(z)))]
AI PERFORMANCE BENCHMARK BY COUNTRY
• Personnel indicators:
➢ number of AI specialists
➢ number of AI related job offerings
➢ average years of experience in AI
• Monetary impact indicators:
➢ expected size of the data market in 2020
➢ percentage of share of IT of total GDP
• Competitiveness indicators:
➢ Ranking of cloud computing usage of a country
• Research & Education indicators:
➢ number of papers published on Artificial Intelligence
➢ the number of universities seen as the best in this field
• Technology indicators:
➢ robot density in a country
➢ operation stock of robots
Alles offen = gut? - Möglichkeiten in einem Eco-System
OpenSoure
&
-API
Technology
Know-How
Developer
Experience
Personal
Diseases
OPENDATA?
8Alles offen = gut? - Möglichkeiten in einem Eco-System
Open
Algorithm
Research
Results
TELEKOM AI GUIDELINE
9. We share
and enlighten
4. We are
transparent.
5. We are
secure.
7. We maintain
control
6. We set the
framework
8. We foster the
cooperative model
1. We are
responsible.
2. We care.
3. We put our
customers first.
https://www.telekom.com/en/company/digital-responsibility/details/artificial-intelligence-ai-guideline-524366
Alles offen = gut? - Möglichkeiten in einem Eco-System
AI AS PART OF A ECO-SYSTEM
10Alles offen = gut? - Möglichkeiten in einem Eco-System
AI
Deep Learning
ModelArt
Machine Learning
Data Warehouse
Data Lake
MapReduce
LogTank
Data Ingestion
Analytics
Elastic Search
AI Model
Monitoring
Data
Enterprise Intelligence
BUILD A BETTER MULTI ROLE ECOSYSTEM WORLD
11Alles offen = gut? - Möglichkeiten in einem Eco-System
ResNet50, Faster-
RCNN, VGG_16,
SegNet_VGG…
BUILT-IN ALGOS & TOOLS
BETTER CODING EXPERIENCE
TensorFlow, MXNet,
Caffe, Spark ML, Scikit,
XGBoost…
▪ Built-in training code with Moxing APIs
▪ Pre-configured hyper-parameters
▪ No need to code from scratch
▪ MoXing SDK, making DL coding simpler
▪ Built-in Notebook
▪ Pre-installed popular AI frameworks
I just want to build a
model quickly
I love coding
▪ Managing compute
▪ Auto containerizing
ONE-CLICK TRAINING
I just want to use a
model
▪ Pre-trained ready to use models
▪ Simple retain with your data
▪ No need to code
READY-TO-USE MODEL
SHARING OF EXPERTISE
12Alles offen = gut? - Möglichkeiten in einem Eco-System
OPEN ECO-SYSTEMS NEED TECHNOLOGY CHOICE´S
13Alles offen = gut? - Möglichkeiten in einem Eco-System
GPU: Graphics Processing Unit| FPGA: Field Programmable Gate Array| NPU: Neural Processing Unit
HARDWARE SOFTWARE
▪ Cloud Management
▪ Coding Frameworks:
▪ Intel CPU
▪ Nvidia GPU (P100 / V100)
▪ Xilinx FPGA (VU9P)
▪ Huawei NPU (Ascend 310 / 910)
▪ Quantum Computing – in planning -
OUR FULL-STACK RECIPE
14Alles offen = gut? - Möglichkeiten in einem Eco-System
15
dfdf
AI ist hier uns jetzt.
Wir brauchen Bäcker!
Er braucht eine Auswahl an
Werkzeugen und Marktplätzen.
AI Whitepaper
https://www.t-systems.com/de/de/cloud-und-infrastructure/it-
effzient-managen/open-telekom-cloud/ki
Alles offen = gut? - Möglichkeiten in einem Eco-System
BENEFITS OF CLOUD COMPUTING FOR AI DEVELOPMENT
17Alles offen = gut? - Möglichkeiten in einem Eco-System
New IT Paradigm
Cloud computing Benefits
Ai needs a high amount of data and compute power (Training burst) which is the pure/ultimate cloud (use) case
Existing Deployment Model
ResourceDemand
Idle Capacity = Inefficient Use of Capital
Unserved Demand =
Missed Out Business Opportunities
Capacity
Idle Capacity = Inefficient Use of Capital
ResourceDemand
Capacity
Time Time
GPUBurst
GPUBurst

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Alles offen = gut(ai)

  • 1. Alles offen = gut? Möglichkeiten in einem Eco-System T-Systems, Max Guhl| July , 2019
  • 2. Science & Simulation Max Guhl Mobile: +49 1708507516 E-Mail: max.guhl@t-systems.com Super Computing Quanten Computing AI HPC PUBlic Cloud Alles offen = gut? - Möglichkeiten in einem Eco-System
  • 3. 3July 15, 2020 How our world changes How can I help you? Service Hotline - Chatbots Made by min G max D Ex[log(D(x))] +Ez[log(1-D(G(z)))] Edmond de Belamy, Obvious – Artificial art Users who purchased this article, … Amazon – Product recommendation machines Your train will be delayed by 13 minutes Deutsche Bahn App – Predictive Analytics Press OK to enable automated driving vision of autonomous driving This product doesn’t fulfil the set production standards Any production line – video analysis/Image recognition Alles offen = gut? - Möglichkeiten in einem Eco-System
  • 4. PREDICTIVE ANALYTICS ▪ Accurate delay prediction to the exact minute ▪ Planning the operation of trains and maintenance teams ▪ 24/7 customer information on all platforms ▪ https://www.youtube.com/watch?v=icj4ISUl5qo
  • 5. Nut M12 Washer m3 EFFICIENT WAREHOUSE MANAGEMENT VIA OBJECT RECOGNITION ▪ Simple Access by Mobile App ▪ Accurate status of Inventory ▪ Faster retrieval of “lost” objects Bolt screw m1/4 Bolt screw M8-40
  • 6. say “Hi” to Edmond by min G max D Ex[log(D(x))] +Ez[log(1-D(G(z)))]
  • 7. AI PERFORMANCE BENCHMARK BY COUNTRY • Personnel indicators: ➢ number of AI specialists ➢ number of AI related job offerings ➢ average years of experience in AI • Monetary impact indicators: ➢ expected size of the data market in 2020 ➢ percentage of share of IT of total GDP • Competitiveness indicators: ➢ Ranking of cloud computing usage of a country • Research & Education indicators: ➢ number of papers published on Artificial Intelligence ➢ the number of universities seen as the best in this field • Technology indicators: ➢ robot density in a country ➢ operation stock of robots Alles offen = gut? - Möglichkeiten in einem Eco-System
  • 8. OpenSoure & -API Technology Know-How Developer Experience Personal Diseases OPENDATA? 8Alles offen = gut? - Möglichkeiten in einem Eco-System Open Algorithm Research Results
  • 9. TELEKOM AI GUIDELINE 9. We share and enlighten 4. We are transparent. 5. We are secure. 7. We maintain control 6. We set the framework 8. We foster the cooperative model 1. We are responsible. 2. We care. 3. We put our customers first. https://www.telekom.com/en/company/digital-responsibility/details/artificial-intelligence-ai-guideline-524366 Alles offen = gut? - Möglichkeiten in einem Eco-System
  • 10. AI AS PART OF A ECO-SYSTEM 10Alles offen = gut? - Möglichkeiten in einem Eco-System AI Deep Learning ModelArt Machine Learning Data Warehouse Data Lake MapReduce LogTank Data Ingestion Analytics Elastic Search AI Model Monitoring Data Enterprise Intelligence
  • 11. BUILD A BETTER MULTI ROLE ECOSYSTEM WORLD 11Alles offen = gut? - Möglichkeiten in einem Eco-System ResNet50, Faster- RCNN, VGG_16, SegNet_VGG… BUILT-IN ALGOS & TOOLS BETTER CODING EXPERIENCE TensorFlow, MXNet, Caffe, Spark ML, Scikit, XGBoost… ▪ Built-in training code with Moxing APIs ▪ Pre-configured hyper-parameters ▪ No need to code from scratch ▪ MoXing SDK, making DL coding simpler ▪ Built-in Notebook ▪ Pre-installed popular AI frameworks I just want to build a model quickly I love coding ▪ Managing compute ▪ Auto containerizing ONE-CLICK TRAINING I just want to use a model ▪ Pre-trained ready to use models ▪ Simple retain with your data ▪ No need to code READY-TO-USE MODEL
  • 12. SHARING OF EXPERTISE 12Alles offen = gut? - Möglichkeiten in einem Eco-System
  • 13. OPEN ECO-SYSTEMS NEED TECHNOLOGY CHOICE´S 13Alles offen = gut? - Möglichkeiten in einem Eco-System GPU: Graphics Processing Unit| FPGA: Field Programmable Gate Array| NPU: Neural Processing Unit HARDWARE SOFTWARE ▪ Cloud Management ▪ Coding Frameworks: ▪ Intel CPU ▪ Nvidia GPU (P100 / V100) ▪ Xilinx FPGA (VU9P) ▪ Huawei NPU (Ascend 310 / 910) ▪ Quantum Computing – in planning -
  • 14. OUR FULL-STACK RECIPE 14Alles offen = gut? - Möglichkeiten in einem Eco-System
  • 15. 15 dfdf AI ist hier uns jetzt. Wir brauchen Bäcker! Er braucht eine Auswahl an Werkzeugen und Marktplätzen. AI Whitepaper https://www.t-systems.com/de/de/cloud-und-infrastructure/it- effzient-managen/open-telekom-cloud/ki Alles offen = gut? - Möglichkeiten in einem Eco-System
  • 16.
  • 17. BENEFITS OF CLOUD COMPUTING FOR AI DEVELOPMENT 17Alles offen = gut? - Möglichkeiten in einem Eco-System New IT Paradigm Cloud computing Benefits Ai needs a high amount of data and compute power (Training burst) which is the pure/ultimate cloud (use) case Existing Deployment Model ResourceDemand Idle Capacity = Inefficient Use of Capital Unserved Demand = Missed Out Business Opportunities Capacity Idle Capacity = Inefficient Use of Capital ResourceDemand Capacity Time Time GPUBurst GPUBurst