Machine Learning

Convolutional Neural Nets are state of the art in image classification, but what are Capsule Networks and why do they might perform better than CNNs?

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...

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....

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...

Capsule Networks - Better CNNs?

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

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

Reinforcement learning - Part 3: Creating your own gym environment

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

Reinforcement learning – Part 1: Introduction to Q-learning

GANs – Applied on Novatec employees

Recurrent Neural Networks for time series forecasting