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Artificial Intelligence

Reinforcement Learning with the Bonsai Platform

Reinforcement Learning with the Bonsai Platform

The Bonsai Machine Teaching platform has been released! Promising an easy to use environment for end-to-end Reinforcement Learning projects, starting with simulator selection / integration to algorithm configuration and training. Of course I had to instantly try this out! Seeing that I "stalked" this team endlessly for over a

Roadwork RL - A Multi-Language Reinforcement Learning Environment

Roadwork RL - A Multi-Language Reinforcement Learning Environment

After explaining the end-to-end concept of creating a Digital Twin Reinforcement Learning environment I wanted to go into a deeper explanation of how the first part of this can be done. This is something I have been working on for the last couple of months and decided to call "

A Multi-Language Reinforcement Learning Digital Twin Environment

A Multi-Language Reinforcement Learning Digital Twin Environment

One of the ideas I have been playing around with the last couple of months is the combination of Digital Twins and Reinforcement Learning. This is an experimental idea where I would love to hear your opinions about it (feel free to comment below, send me an email or reach

AI Battlecards - End to End Process for building and evaluating AI models

AI Battlecards - End to End Process for building and evaluating AI models

A couple of months ago it struck me that my personal knowledge in AI could be improved quite a bit. That's why I took the time to brush up on the different concepts ranging from data gathering until the evaluation of a deployed model. While brushing up my

Artificial Intelligence - How to measure performance - Accuracy, Precision, Recall, F1, ROC, RMSE, F-Test and R-Squared

Artificial Intelligence - How to measure performance - Accuracy, Precision, Recall, F1, ROC, RMSE, F-Test and R-Squared

We currently see a lot of AI algorithms being created, but how can we actually measure the performance of these models? What are the terms we should look at to detect this? These are the questions I would like to tackle in this article. Starting from "Classification models"

Web2Text - Deep Structured Boilerplate Removal - Running the Code

Web2Text - Deep Structured Boilerplate Removal - Running the Code

In this article I will explain you how you can run the Web2Text demonstration code available as explained in their paper or presentation. Prerequisites Before we can run the entire pipeline, we first have to install some tools for this to work. Checking the JAVA version Make sure that you

Facebook ReAgent - An End-to-End Use Case

Facebook ReAgent - An End-to-End Use Case

Facebook decided to release their end-to-end applied reinforcement learning platform called ReAgent, after reading their vision on this, I have to say that I am completely hooked! They are providing an excellent view of Reinforcement Learning and the future adoption of it. But why is this and how can we