How to Master Regularization Without Losing Your Mind
Author(s): Niklas Lang Originally published on Towards AI. Intermediate Guide for Data Science Buffs If youβve ever wrestled with a machine learning model that shines on training data but flops spectacularly on new data, welcome to the club. Overfitting β that sneaky …
Mastering Hadoop, Part 2: Getting Hands-On β Setting Up and Scaling Hadoop
Author(s): Niklas Lang Originally published on Towards AI. Understanding Hadoopβs core components before installation and scaling Now that weβve explored Hadoopβs role and relevance, itβs time to show you how it works under the hood and how you can start working with …
Mastering Hadoop, Part 1: Installation, Configuration, and Modern Big Data Strategies
Author(s): Niklas Lang Originally published on Towards AI. A comprehensive guide covering Hadoop setup, HDFS commands, MapReduce, debugging, advantages, challenges, and the future of big data technologies.Photo by Nam Anh on Unsplash Nowadays, a large amount of data is collected on the …
Mastering Deep Learning with TensorFlow: From Beginner to Expert
Author(s): Niklas Lang Originally published on Towards AI. Photo by Drew Dizzy Graham on Unsplash TensorFlow, or TF for short, is a framework for Deep Learning and Artificial Intelligence that was developed by Google and initially only used internally. For several years …
Complete Guide to the Median: Understanding, Calculating, and Applying It
Author(s): Niklas Lang Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Photo by Zhu Hongzhi on Unsplash The median plays a central role in statistics and data analysis, as it can be used …
Why Binary Cross-Entropy Matters: A Guide for Data Scientists
Author(s): Niklas Lang Originally published on Towards AI. The Mathematics, Intuition, and Implementation of BCE in ML This member-only story is on us. Upgrade to access all of Medium. Photo by Kirk Cameron on Unsplash For machine learning models to learn and …