michael-pacheco Goto Github PK

crazy-self-driving-taxi

Using arrow direction detection, potentially teaching a program to play Crazy Taxi using OpenCV (and later Deep RL!)

cv-arrow-detection

A simple attempt to use OpenCv's HoughLines to detect arrows.

cv-stone-auto-combine

Template match stones and combine them automatically in GrowStone - using OpenCV.

deep_rl_trader

Trading Environment(OpenAI Gym) + DDQN (Keras-RL)

dota2-predictor

Tool that predicts the outcome of a Dota 2 game using Machine Learning

dummy-cdn-network

Dummy CDN network - mimics how a website such as Netflix would interact with users and remote database server.

flask-d3-wordcloud

Example of generating a wordcloud using d3-wordcloud and serving it on a Flask web server.

flask-network-graph

Displays a network graph from a user-inputted Reddit submission.

flask-plotly-overtime

Creates a bar chart using Flask, Plotly and data from Reddit.

flask-plotly-sentiment-analysis

Creates a pie chart using Plotly, Flask and sentiment analysis off posts from /r/askpolitics.

flask-plotly-top-ten

Creates a pie chart using Plotly and Flask that finds out the top ten most mentioned programming languages from /r/askcomputerscience in 2016.

gym-cryptotrading

OpenAI Gym Environment API based Bitcoin trading environment

gym-dolphin

Nintendo GameCube and Wii games for OpenAI gym using the Dolphin emulator.

michael-pacheco.github.io

mmd

ML models often mispredict, and it is hard to tell when and why. We present a data mining based approach to discover whether there is a certain form of data that particular causes the model to mispredict.

rl-bh-environment

A reinforcement learning environment and agent for a Touhou/bullet hell inspired game: Sacred Curry Shooter.

rl-grid-world

Implementation of RL algorithms (Q,SARSA,DOUBLE-Q,EXPECTED SARSA) in Grid World

rl-multi-armed-bandit

Implementation of epsilon-greedy, linear reward penalty and linear reward action for Multi Armed Bandit problem.

rl-snake

A reinforcement learning agent that learns to play Snake through Deep Reinforcement Learning (DQN).

rl-study-tictactoe-statemin

Short study of using reinforcement learning to train agents to play Tic Tac Toe, and comparing performance of agents with and without state minimization.

scrapers-for-text-generation

Some scrapers for various websites created with scrapy (originally for text generation using LSTMs).