In this article, I will discuss how I used Weights & Biases (W&B) to track various metrics and plots during a machine learning experiment. W&B provides an interface for tracking experim...
SVM Model Optimization: Learning Curves, Validation Curves, and Hyperparameter Tuning
This notebook demonstrates the steps involved in optimizing an SVM classifier, which includes the plotting of learning and validation curves, and fine-tuning hyperparameters using GridSearchCV. Th...
Ensuring Data Type Consistency with SQL
Introduction Data type consistency across databases is crucial, especially for tasks like data migrations. Based on my experience in managing data migrations, I have developed a few SQL scripts tha...
COVID-19 Transmission Analysis with Topic Modelling
Overview The COVID-19 pandemic has negatively affected many British Columbians and resulted in business closures and job losses, including mine. In April 2022, while most British Columbians were f...
COVID-19 Vaccine Tweets Sentiment Analysis
Overview During the height of the COVID-19 pandemic in the summer of 2021, I analyzed the sentiment on COVID-19 vaccines in Canada by applying machine learning and natural language processing (NLP...
Tokyo Airbnb Data Analytics
Overview I had planned to visit Japan for the Tokyo 2020 Summer Olympic Games before the global COVID-19 pandemic happened. I have used Airbnb in Tokyo a few times and thought of using it again du...
FBI NICS Firearm Background Checks EDA
Overview In the United States, a store employee ensures that a customer does not have a criminal record before they purchase a firearm. The FBI’s National Instant Criminal Background Check System ...
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