PinnedGünter RöhrichinTowards Data ScienceCustom Object Detection: Exploring Fundamentals of YOLO and Training on Custom DataLeveraging Pre-trained Models, Augmenting Images and Bounding Boxes, and Unveiling the Power of Convolutional Neural Networks in Object…·15 min read·Jan 8, 2024--1--1
PinnedGünter RöhrichinTowards Data ScienceData Classification Algorithms— Supervised Machine Learning at its bestSupervised machine learning algorithms have been around for quite some time now, with the re-emergence of the machine learning hype, they…·14 min read·Dec 28, 2020--2--2
Günter RöhrichinTowards Data ScienceLeveraging analytic functions in SQL for faster data extractionAnalytic functions provide an incredibly powerful and yet easy to implement way to analyze, aggregate and extract data. This post will…·8 min read·Jul 18, 2023--1--1
Günter RöhrichinTowards Data ScienceA simple Step-by-Step Installation Guide for TensorFlow & TensorFlow Object Detection APIInstalling TensorFlow for object detection can be tedious and time consuming. This guide will guide you through the whole setup in not…·8 min read·Feb 15, 2023----
Günter RöhrichinTowards Data ScienceWhy does Regularization actually work?Deconstructing the mathematical concept of regularization in machine learning·9 min read·Jan 2, 2023--3--3
Günter RöhrichinTowards Data ScienceHow to Use the Empirical Distribution of Your DataImprove simulation modeling through random variables drawn from the empirical distribution of your data·10 min read·Sep 15, 2022--2--2
Günter RöhrichinTowards Data ScienceFully Mastering Fisher’s Exact Test for A/B TestingWhile Fisher’s exact test is a convenient tool for A/B testing, the idea and results of the test are often hard to grasp and difficult to…·11 min read·Jul 29, 2022--2--2
Günter RöhrichHow an ‘Innovation Culture’ was designed in our CompanyThe more mature a company becomes, the more likely it finds itself in the position of seeking ways to come up and develop new ideas. In…10 min read·Feb 5, 2022----
Günter RöhrichinTowards Data ScienceA Simple Guide to Gradient Descent — A Linear Regression ExampleWhen opening a machine learning book it is very unlikely that the first ten pages can be survived without encountering the notorious…·8 min read·Feb 2, 2022----
Günter RöhrichinTowards Data ScienceBenchmark your Machine Learning Models using Cloud Based AutoMLDeveloping accurate models and tools to predict or classify data is an integral part of a data scientist’s job. Building models takes…·7 min read·Dec 22, 2021--2--2