Regularization: A brief overview.So, you've finally wrapped your head around the basics of data gathering, preprocessing, model building, and evaluation. Then you notice your model is overfitting.😐 So, What's going on? 🤔 Overfitting occurs when your model captures noise in your t...Jan 15, 2021 · 5 min readwilldera.hashnode.dev
Irreducible Error: A quick guide.In Machine learning, it’s important to understand prediction errors. Previously, we looked at the bias-variance tradeoff, now we'd be looking at "Irreducible Error". - Photo by Pixabay from Pexels What is Irreducible Error? 🤷♂️ Take an instance, w...Dec 10, 2020 · 3 min readwilldera.hashnode.dev
Bias-Variance Trade-Off: A friendly guideBias? Variance? A Trade-Off? What's all that? 🤷♂️️ - Image by Alex Marchenko Alright, Before we jump into answering your questions, let's get something out of the way. "Generalization Error" According to Wikipedia: In supervised learning applicat...1HNov 4, 2020 · 2 min readwilldera.hashnode.dev
The Anxieties of A Budding Data scientist- Image by Tim Gouw In 2012, Harvard Business Review dubbed Data Scientist the sexiest job of the 21st Century. Is Data Science really the sexiest job of the 21st century? 🤷 Sure, you can say it is. But no one ever said Sexy = Easy. To cut the l...Oct 10, 2020 · 5 min readwilldera.hashnode.dev
Folium - The answer to Geospatial Visualization (part 2)It's surprising how this took longer than expected. My apologies. 🙏🏻 Now, let's get to the fun part. In this part of "Folium - The answer to Geospatial Visualization" we would be utilizing folium's ability to create markers on the map based on the...Aug 14, 2020 · 4 min readwilldera.hashnode.dev