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Machine Learning

Unity ML-Agents - An Introduction

Unity ML-Agents - An Introduction

Seeing the rising popularity of the ML-Agents framework and them having achieved Release 2 - congratulations! - I decided to start by running one of the examples and documenting it. Installing Unity First we have to install Unity, for that we simply can go to https://unity3d.com/get-unity/download

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

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

Facebook's Open-Source Reinforcement Learning Platform - A Deep Dive

Facebook's Open-Source Reinforcement Learning Platform - A Deep Dive

Facebook decided to open-source the platform that they created to solve end-to-end Reinforcement Learning problems at the scale they are working on. So of course I just had to try this ;) Let's go through this together on how they installed it and what you should do to get