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…

Plotly Dash, Panel, Voila, and Streamlit — Are you a data scientist or a data analyst who likes to get insights from data through visualizations and dashboards? Are you a Python user and confused about which Python library you should use? Python offers many amazing tools for visualizing data and building dashboards. It can be very confusing. …

Who is watching Johnny Deep vs. Amber Heard Defamation Trial? Yesterday in court, Ron Schnell, the director at Berkley Research Group, testified about the negative hashtags and tweets toward Amber Heard. So, that makes me wonder, why don’t I just try to do some simple text analysis on tweets…

Are you a data scientist or a developer who mostly uses Python? Are you jealous of developers who write Javascript code and build fancy websites in a browser? How nice would it be if we can write websites in Python? Amazingly, at PyCon US 2022, Anaconda’s CEO Peter Wang announced…

Snowflake for data scientists — Data scientists often use SQL to interact with a data warehouse, but then often rely on Python for data discovery, visualization, and modeling. How great would it be if we can interact with a data warehouse directly with our preferred tools in Python? Snowflake now natively supports Python with Snowpark…