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Data Intelligence

Automated Meter Reading (AMR) using Computer Vision - Part 2: How We Gained Adaptabilit...

December 2019 Matthias Hofmaier & Johannes Mayer
Introduction In our last blog post about Automated Meter Reading (AMR), we tackled the automated reading of meter digits by using different (static) preprocessing methods to segment single digits, followed by a template matching procedure...
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Data Analytics

Emoji analysis for a feelgood index

May 2019 Steffen Eiden & Kai Kuckein
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Data Intelligence

Exploring Automated Meter Reading (AMR) using Computer Vision - Part 1

January 2019 Marco Radic & Dr. Harald Bosch
Introduction Nowadays automation is used heavily to optimize processes and facilitate labour-intensive tasks. One task that is not necessarily labour-intensive, but a task that has to be completed with humans in the loop is meter...
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Machine Learning

Reinforcement learning - Part 3: Creating your own gym environment

December 2018 Philip Ossenkopp
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Machine Learning

Reinforcement learning – Part 2: Getting started with Deep Q-Networks

December 2018 Philip Ossenkopp
In the last part of this reinforcement learning series, we had an agent learn Gym’s taxi-environment with the Q-learning algorithm. We achieved decent scores after training our agent for long enough. But this approach reaches its limits pretty quickly....
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Machine Learning

Reinforcement learning – Part 1: Introduction to Q-learning

November 2018 Philip Ossenkopp
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Development & Programming

GANs – Applied on Novatec employees

November 2018 Kevin Widholm & Gisela Vallejo
How does the average employee of Novatec look like? In this post we want to investigate deeper generative models in order to solve this question. Generative Adversarial Nets (GANs) can be understood as an adversarial...
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Data Science

Recurrent Neural Networks for time series forecasting

October 2018 Marcel Weller
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October 2018 Maria Kolomizki
Dive into the World of Data Mining! Part 3: Optimization of model
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August 2018 Marco Radic & Mario Mann
Deep Learning for End-to-End Captcha Solving
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August 2018 Maria Kolomizki
Dive into the World of Data Mining! Part 2: Building a model
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August 2018 Maria Kolomizki
Dive into the World of Data Mining! Part 1: Introduction to RapidMiner
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June 2018 Kevin Widholm
Landmark Recognition Challenge - Development and Experiences
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May 2018 Marcel Weller
Automate Machine Learning process with Neo4j stored procedures
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