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jeffreytsa1's Projects

2018-portfolio icon 2018-portfolio

This is the repo for my personal website in 2018. Coded with HTML/CSS/JS/JQuery.

pos_tagging_task icon pos_tagging_task

Machine Learning Brute-force approach on Part of Speech Tagging. Estimated precision, recall, accuracy, and F-measure on the task using 5-fold cross-validation. Implemented classifiers in Python for extra credit. Completed for school.

rl_task icon rl_task

Trained an artificial intelligence agent using reinforcement learning to play a simple version of the game "Snake". Implemented a Temporal Difference version of the Q-learning Algorithm. Completed for school.

sentiment_analyzer_task icon sentiment_analyzer_task

Sentiment Analyzer built with Python. Pre-processed data and built a basic Bag-of-words model. Implemented the Naive Bayes, Decision Tree, and Logistic Regression classifiers. Also ran classifiers on a dataset of Yelp reviews for extra credit. Completed for school.

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