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daenet Gesellschaft für Informationstechnologie mbH
Hanauer Landstr. 204 60314 Frankfurt am Main
KI zum Anfassen
Damir Dobric
daenet GmbH
https://daenet.de
https://about.me/damirdobric
• Intro
• Patterns in Daten
• Intuitive Schätzung
• Beispiele:
• Wenn die Intuition nicht mehr hilft
• Arbeiten mit Produktionsdaten
• Kreditrisiko
• Demos
• ML/KI Unter der Haube
• Image Recognition mit DNN
• Function Recognition mit K-Means
• Q&A
Ihr Partner für digitale Transformation
und Microsoft Azure!
Cloud IoTAI / ML
Gegründet 1999
Sitz Frankfurt am Main
30 Mitarbeiter
Unternehmensstandort
und Nearshore
Microsoft
Partner of the
Year Award
2005 & 2010
Starke
Microsoft
Partnerschaft
Gold Cloud Platform
Gold Application Development
Gold Application Integration
Azure Advisors Program
Microsoft Most Valuable Professional
Microsoft Regional Director
Initiative
Mittelstand
BEST OF 2014
INNOVATIONSPREIS-IT
Cloud Computing
Ai zum anfassen
Model Training Model
Integration
X Y
1 FALSE
9 TRUE
6 TRUE
4 FALSE
8 TRUE
2 FALSE
7 TRUE
3 FALSE
4 FALSE
5 FALSE
10 TRUE
15 TRUE
12 TRUE
X Y
1 FALSE
2 FALSE
3 FALSE
4 FALSE
4 FALSE
5 FALSE
6 TRUE
7 TRUE
8 TRUE
9 TRUE
10 TRUE
12 TRUE
15 TRUE
https://www.slideshare.net/damirdobric/azure-machine-learning-intro
https://work.caltech.edu/telecourse.html
X Y RESULT
----------------------
0.3 0.01 0
0.09 0.09 0
0.11 0.98 0
0.65 0.25 1
0.4 0.82 0
0.25 0.45 1
0.26 0.38 1
0.38 0.6 1
0.48 0.45 1
0.88 0.15 1
0.5 0.88 0
0.6 0.81 0
Ai zum anfassen
https://github.com/UniversityOfAppliedSciencesFrankfurt/LearningApi/tree/mlp-backpropagation/LearningApi/src/MLAlgorithms/NeuralNetworks/NeuralNet.MLPerceptron/Documentation
https://sud.vdma.org/viewer/-/v2article/render/26018603
Multilayer
Perceptron
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• The model with 9 hidden neurons gives the best results,
with a correct result percentage of 77.5%.
• The number of hidden neurons can have a great impact
on the network performance:
• Too few hidden neurons cannot solve complex credit
rating problems,
• Too many of them may result in low efficiency and
accuracy.
Ai zum anfassen
Ai zum anfassen
Ai zum anfassen
Ai zum anfassen
Brauchen wir Cloud für KI?
Ai zum anfassen
https://sud.vdma.org/viewer/-/v2article/render/26018603
https://github.com/UniversityOfAppliedSciencesFrankfurt/LearningApi
https://www.slideshare.net/damirdobric/azure-machine-learning-intro
https://about.me/damirdobric
https://www.meetup.com/Azure-Meetup-Frankfurt/
© Copyright daenet GmbH. All rights reserved.

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Editor's Notes

  • #5: Industrie 4.0 und IoT Digitalisierung der industriellen Fertigung Predictive Maintenance (Big Data, Azure Stream Analytics) Intelligent Actions Cloud Evaluation der Migrationsstrategien Lift & Shift Hybride Szenarien On premise + Cloud Transformation klassischer Infrastruktur zu PaaS-Diensten AI / ML Softwareentwicklung Realisierung von ganzheitlichen Individuallösungen (Desktop, Web, Mobile, Embedded / Edge) Microsoft Azure Integration Realisierung von Middlewares/Schnittstellen (BizTalk, LogicApps, Durable Task Framework) Anbindung von proprietären Systemen an führende Applikationen
  • #6: - Gegründet 1998 mit Sitz in Frankfurt am Main - 30 Mitarbeiter am Unternehmenstandort und Nearshore - Mitglied im VDMA Fachverband “Software und Digitalisierung” - 2010 Microsoft Partner of the Year „Custom Development Solutions“ (weltweite Auszeichnung!) - 2005 Microsoft Partner of the Year „Integrated E-Business Solutions“ (weltweite Auszeichnung!) - Microsoft MVPs (Most Valuable Professionals) für Microsoft Azure Plattform, Windows Plattform und .NET, Emerging Technologies (HoloLens)