Mandy Gu – Medium

Published in Towards Data Science

·Pinned

Deploying a Text Classifier with TensorFlow Serving + Docker in 2.0

In this tutorial, we streamline model predictions with an API endpoint that accepts a raw string for inferencing. We also experiment with model signatures for a more customizable payload. — Here’s the GitHub repo with all of the code. Around one year ago, I wrote Deploy a Keras Model for Text Classification using TensorFlow Serving for deploying text classifiers in TensorFlow 1.X. Since then, I’ve spent a lot of time migrating older projects to TensorFlow 2.X. While I found 2.X …

Machine Learning

10 min read

Deploying a Text Classifier with TensorFlow Serving + Docker in 2.0

Published in Towards Data Science

·Jul 4, 2021

Publishing Open-Source Python Packages to PyPI

Built something cool? Make it easily accessible by publishing it to PyPI! — Python Package Index (PyPI) The Python Package Index is a repository of software libraries available for Python programming. PyPI makes it easy to distribute and access useful projects that are not a part of the standard Python libraries. It’s very simple to publish your own open-source project to PyPI. …

Programming

5 min read

Publishing Open-Source Python Packages to PyPI

Published in Towards Data Science

·Mar 1, 2021

Getting Noticed as an Aspiring Data Scientist

Tips to stand out in a competitive job market — This article is cross-posted on my website https://www.dscrashcourse.com/ alongside other guides we have been curating for aspiring data scientists. The data scientist role is a popular career choice for anyone who likes to work with numbers and analytics. Once referred to as “the sexiest job in the 21st century” by…

Data Science

4 min read

Getting Noticed as an Aspiring Data Scientist

Published in Towards Data Science

·Feb 20, 2021

Build a Chatbot with Facebook Messenger in under 60 minutes

Deploy an AI assistant using Rasa — from conception to Facebook — within an hour. — Rasa is an open-source conversational AI framework that uses machine learning to build chatbots and AI assistants. Today, I’m going to show you how to build your own simple chatbot using Rasa and deploying it as a bot to Facebook messenger — all within an hour. …

NLP

10 min read

Build a Chatbot with Facebook Messenger in under 60 minutes

Published in Towards Data Science

·Aug 16, 2020

Prototyping Machine Learning Models with Streamlit

Set up GPT-2 demo in under 5 minutes using Streamlit — GitHub Repo: ml-streamlit-demo Bringing a Machine Learning model outside of a notebook environment and turning it into a beautiful data product used to be a lot of work. Luckily, there’s a lot of tooling being developed in this area to make prototyping easier. …

Data Science

3 min read

Prototyping Machine Learning Models with Streamlit

Published in Towards Data Science

·Jun 16, 2020

Auto-deploy FastAPI App to Heroku via Git in these 5 Easy Steps

Share your app with the internet in under 5 minutes — If you are not working with an existing app, you can refer to my Iris Classifier FastAPI App for reference. I wrote an article about how to set that up (the Docker component is optional). Note: I put the Iris app together really quickly to demonstrate how to set up…

Programming

6 min read

Autodeploy FastAPI App to Heroku via Git in these 5 Easy Steps

Published in Towards Data Science

·Jun 7, 2020

Integrating Airflow with Slack for Daily Reporting

Step-by-step guide for using Airflow + Docker to deliver weather forecasts to Slack — Tech Stack: Python 3.7, Airflow (1.10.10), Docker GitHub link: All of the code can be found here. Airflow + Slack Slack is an increasingly popular chat app used in the workplace. Apache Airflow is an open source platform for orchestrating workflows. One of the biggest advantages to using Airflow is the versatility around…

Data Science

10 min read

Integrating Docker Airflow with Slack to get Daily Reporting

Published in Towards Data Science

·Jun 5, 2020

Comprehensive Churn Prediction and Analysis

Can our model accurately detect churn to help retain these customers? — Customer churn, also known as attrition, occurs when a customer stops doing business with a company. Understanding and detecting churn is the first step to retaining these customers and improving the company’s offerings. Telco Dataset We will be training our churn model over the Telco-Customer-Churn Dataset to predict the likelihood of customers…

Data

8 min read

Comprehensive Churn Prediction and Analysis

Published in Towards Data Science

·May 2, 2020

In-Depth Pandas Tutorial

The Ultimate Python library for working with Relational Data — Earlier this month, Edward Qian and I started working on a set of comprehensive lessons for aspiring Data Scientists, which can be found on our website www.dscrashcourse.com I will be cross-posting slightly modified lessons to Medium to make them available to a broader audience. …

Data Science

6 min read

Published in Towards Data Science

·Apr 27, 2020

Interpreting Logistic Regression

Understanding Probabilistic Models starting with Logistic Regression — Earlier this month, Edward Qian and I started working on a set of comprehensive lessons for aspiring Data Scientists, which can be found on our website www.dscrashcourse.com I will be cross-posting slightly modified lessons to Medium to make them available to a broader audience. If you find these articles helpful…

Data Science

4 min read