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Nils's Projects

bertelsmann-schoolarship-ai icon bertelsmann-schoolarship-ai

Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

ceml icon ceml

CEML - Counterfactuals for Explaining Machine Learning models - A Python toolbox

digital_twin icon digital_twin

Simulating some machines and then use graphana to visualize it. As a last step i will use AI to control some machines and use AI to predict maintanance.

dt-core icon dt-core

This is the code that runs the core stack on the Duckiebot in ROS

l2rpn-using-a3c icon l2rpn-using-a3c

Reinforcement Learning using the Actor-Critic framework for the L2RPN challenge (https://l2rpn.chalearn.org/ & https://competitions.codalab.org/competitions/22845#learn_the_details-overview). The agent trained using this code was one of the winners of the challenge. The code runs on the pypownet environment (https://github.com/MarvinLer/pypownet). It is released under a license of LGPLv3

ml-learning-1-oreilly icon ml-learning-1-oreilly

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

ml-learning-2-oreilly icon ml-learning-2-oreilly

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

parl icon parl

A high-performance distributed training framework for Reinforcement Learning

pyod icon pyod

A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

python-scraping-oreilly icon python-scraping-oreilly

Code samples from the book Web Scraping with Python http://shop.oreilly.com/product/0636920034391.do

stock-prediction-models icon stock-prediction-models

Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations

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