Open in app

Sign In

Write

Sign In

Sophia Yang
Sophia Yang

2.9K Followers

Home

About

Pinned

My Blog Posts

Updated on January 7, 2022 — Hello! Welcome. Here I organized my blog posts into categories. Connect with me via Twitter, Linkedin, and YouTube, and join DS/ML book club :) Career: What Do Data Scientists Do? Don’t Make Data Scientists Do Scrum Networking in Tech: Find Your Dream Data Science Job 5 Ways Women In Technology Can…

2 min read

2 min read


Published in Towards Data Science

·Jan 6

How to deploy a Panel app to Hugging Face using Docker

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…

Data Science

5 min read

How to deploy a Panel app to Hugging Face using Docker
How to deploy a Panel app to Hugging Face using Docker
Data Science

5 min read


Dec 28, 2022

My 2022 Year in Review as a Data Scientist

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:

Data Science

8 min read

My 2022 Year in Review as a Data Scientist
My 2022 Year in Review as a Data Scientist
Data Science

8 min read


Published in Towards Data Science

·Dec 22, 2022

ChatGPT and DALL·E 2 in a Panel App

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…

Chatgpt

6 min read

ChatGPT and DALL·E 2 in a Panel App
ChatGPT and DALL·E 2 in a Panel App
Chatgpt

6 min read


Published in Towards Data Science

·Oct 27, 2022

Computer Vision, NLP, and Gaming in the Browser

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…

Data Science

4 min read

Computer Vision, NLP, and Gaming in the Browser
Computer Vision, NLP, and Gaming in the Browser
Data Science

4 min read


Published in Towards Data Science

·Oct 8, 2022

How to Deploy a Panel Visualization Dashboard to GitHub Pages

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…

Python

5 min read

How to Deploy a Panel Visualization Dashboard to GitHub Pages
How to Deploy a Panel Visualization Dashboard to GitHub Pages
Python

5 min read


Published in Towards Data Science

·Sep 20, 2022

3 Ways to Build a Panel Visualization Dashboard

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…

Python

7 min read

3 ways to build a Panel visualization dashboard
3 ways to build a Panel visualization dashboard
Python

7 min read


Published in Towards Data Science

·Aug 24, 2022

Machine Learning Model Interpretability and Explainability

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…

Machine Learning

9 min read

Machine Learning Model Interpretability and Explainability
Machine Learning Model Interpretability and Explainability
Machine Learning

9 min read


Published in Towards Data Science

·Aug 24, 2022

Machine Learning Model Drift

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…

Machine Learning

7 min read

Machine Learning Model Drift
Machine Learning Model Drift
Machine Learning

7 min read


Published in Towards Data Science

·Aug 4, 2022

What Do You Do When Git Goes Wrong?

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…

Git

4 min read

What do you do when git goes wrong?
What do you do when git goes wrong?
Git

4 min read

Sophia Yang

Sophia Yang

2.9K Followers

Ph.D. | Senior Data Scientist@Anaconda | Twitter: twitter.com/sophiamyang | YouTube: youtube.com/SophiaYangDS | Book Club: dsbookclub.github.io

Following
  • Analytics at Meta

    Analytics at Meta

  • ODSC - Open Data Science

    ODSC - Open Data Science

  • Netflix Technology Blog

    Netflix Technology Blog

  • Cassie Kozyrkov

    Cassie Kozyrkov

  • Lak Lakshmanan

    Lak Lakshmanan

Help

Status

Writers

Blog

Careers

Privacy

Terms

About

Text to speech