5 simple steps — By Sophia Yang and Marc Skov Madsen Do you wish to deploy a Panel app to Hugging Face but don’t know how? With five simple steps, we can easily deploy our Panel app to Hugging Face using Docker. This article will walk you through this process step by step…

Reading, writing, studying, speaking, and community service — 2022 has gone by so fast. What did I do this year? Here is my 2022 year in review as a data scientist. Reading In 2022, I started many data science books but only finished five data science books cover to cover:

Let’s code a chatbot in Python! — Are you interested in building a chatbot that uses the latest AI models? With just a few lines of code using Panel, we can easily build a chatbot that includes both ChatGPT and DALL·E 2. ChatGPT and DALL·E 2 are developed by OpenAI to generate text and images from scratch…

Unleash the power of Python Panel, Pyodide, and PyScript — By Sophia Yang and Marc Skov Madsen We now live in an era where we can run Python in the browser, with the power of WebAssembly, Pyodide, and PyScript! What does that mean for data practitioners and developers? It means that we can run computer vision tasks, NLP tasks, and…

The fastest way to deploy Python data apps — By Marc Skov Madsen and Sophia Yang Python tools make it easy to build visualization dashboards, but sharing them using a Python server in the cloud can be difficult and expensive. What if it were as easy as pushing your file out to GitHub pages, with no running server needed…

hvPlot .interactive, Panel .bind, and Param .depends — By Sophia Yang and Marc Skov Madsen Are you interested in building an interactive dashboard in Python? Not only are there different tools you can use, even for a single tool like Panel there are multiple ways to build a dashboard. Would you like to find out why there are…

SHAP, Lime, Explainable Boosting Machine, Saliency maps, TCAV, Distillation, Counterfactual, and interpretML — ML/AI models are getting more complex and challenging to interpret and explain. A simple, easy-to-explain regression or decision tree model can no longer fully satisfy technical and business needs. More and more people use ensemble methods and deep neural networks to get better predictions and accuracy. However, those more complex…

Types, causes, detections, mitigations, and tools — In machine learning, model drift means that the machine learning model becomes less and less accurate due to the changes in the statistical properties of the input features, target variable, or relationships among variables. The data on which the machine learning model is trained is called training data or source…

How to safely revert latest commit — Have you been in a situation when your git went horribly wrong and you need to revert desperately? I find myself in this situation once in a while and people seem to run into the same issues as well. Many new Git users may feel hopeless when they first encounter…