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Stella Soh's Projects

access_learners icon access_learners

This projects brings readers to an understanding of 4 CART regression algorithms: a Decision Tree Learner, a Random Tree Learner, a Bag Learner and an Insane Learner (combining Linear Regression with bagging)

american_roulette_wheel icon american_roulette_wheel

This project explores the initial feel for risk, probability and "betting" involved in American roulette wheel

defeat_learners icon defeat_learners

Evaluating the relative strengths of 2 types of supervised learners: a linear regression learner and a decision tree learner

market_simulation icon market_simulation

Creating a market simulator that accepts trading orders and keep track of a portfolio's value over time.

portfolio_optimization icon portfolio_optimization

This project builds upon what I have learned about portfolio performance metrics and optimizers to optimize a portfolio

q-learning_robot icon q-learning_robot

Implementing the Q-Learning and Dyna-Q solutions to the reinforcement learning problem

sephora icon sephora

Analysis of the ingredients in cosmetics

strategy_evaluation icon strategy_evaluation

This project leverages off from the technical indicators developed in a previous project, and builds upon them to devise our own Manual Streategy and Strategy Learner

walmart icon walmart

This is a Colab notebook that highlights the sales forecasting of Walmart stores

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