Ryan Martin's Projects
This repository is a culmination of the work I completed during the summer of 2019 for CS7180: Special Topics in AI. The course consisted of data science projects to familiarize students with the data science workflow, using pandas, sklearn, and numpy. The final project consisted of an open ended research project that I presented at the Seattle Summer Showcase on August 13, 2019.
Udacity Data Streaming Nanodegree Project: A streaming event pipeline built around the Kafka ecosystem, using public data from the Chicago Transit Authority to simulate and display the status of train lines in real time.
Data Warehousing with Clover DX and mySQL Database
Adding email/password sign up authentication for firebase, as a result we need to store our user objects in the database.
Here is our quick CRA application that demonstrates how lifecycles work in class components
A repository containing some Machine Learning projects completed during CS6140: Machine Learning taught by Dr. Craig Martell at Northeastern University, Seattle.
A repository that contains a machine learning pipeline for stock trading, implement in the ray library for distributed RL utilization.
This MLOps project productionizes a Deep Reinforcement Learning agent with a scalable, distributed data streaming infrastructure using Kafka and Ray. A thorough walkthrough of the code is described in this article on medium: https://ryanraymartin.medium.com/deep-reinforcement-learning-for-stock-trading-with-kafka-and-rllib-d738b9634675
Twitter Sentiment Analysis App
Trading and Backtesting environment for training reinforcement learning agent or simple rule base algo.