Yang Wu

LinkedIn Github

Machine Learning & Statistics 📊 💡 🧠

Interests

Statistical / Machine Learning

  • Time Series 📈
  • Natural Language Processing 💬
  • Computer Vision 👁️
  • Network Analysis 🌐

Finance

  • Hedonic Regression Modeling 🏡
  • Algorithmic Trading 💻 x 💹
  • Portfolio Optimization 💼

Education

  • MS Applied Data Science, University of Chicago, 2023
  • BA Statistics & Economics, Magna Cum Laude, Kenyon College, 2021

Recent Posts

Portfolio Optimization with Python: Hierarchical Risk Parity

Finance
Python Programming
Machine Learning
Statistical Learning
Portfolio Optimization
Optimizing portfolio construction using the machine learning based Hierarchical Risk Parity algorithm
Oct 23, 2024
Yang Wu

Scraping ETF KPIs with AWS Lambda, AWS Fargate, and Alpha Vantage

AWS
Python Programming
Finance
Automate the collection of key performance indicators and financial metrics for ETFs using AWS services and financial APIs
Jun 22, 2024
Yang Wu

End-to-End Time Series Forecasting with Amazon SageMaker

AWS
Machine Learning
Time Series
Python Programming
Training a time series model with Amazon SageMaker and deploying it as a REST API with AWS Lambda and Amazon API Gateway
Oct 27, 2023
Yang Wu

Using Transformers for Tabular Data: A Complete Guide with Amazon SageMaker

Machine Learning
AWS
Python Programming
Training a deep learning classification model on Amazon SageMaker, tuning hyperparameters with Optuna, and deploying an inference server endpoint with Flask
Sep 21, 2023
Yang Wu

Deploying Python Dash and R Shiny Apps with ShinyProxy, Docker, Amazon EC2 and Cognito

AWS
R Programming
Python Programming
Steps for deploying Python Dash and R Shiny applications using ShinyProxy, Docker, Amazon EC2, and Cognito
Jun 23, 2023
Yang Wu

Setting Up Visual Studio Code on Amazon SageMaker Notebook Instances with CloudFormation

AWS
A guide to setting up Visual Studio Code on SageMaker Notebooks with CloudFormation
Apr 15, 2023
Yang Wu

K-Nearest Neighbors (KNN) Classifier: Step-by-Step Python Implementation from Scratch

Machine Learning
Python Programming
Step-by-step Python tutorial for building a K-Nearest Neighbors (KNN) classifier from the ground up
Nov 2, 2022
Yang Wu
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