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Stephen Jarrell's Projects

california_renewable_energy_prod icon california_renewable_energy_prod

Using L1 and L2 penalized regressions (LASSO and Ridge) to predict solar energy production by geolocation. Input data includes the historical weather forecast and various other features of atmospheric data such as radiance and humidity.

deepdream icon deepdream

Visualizing the Layers of Complex Deep Convolutional Neural Networks: Activation Maximization Through Gradient Ascent

deepmusicgeneration icon deepmusicgeneration

Creating music with Tensorflow by leveraging deep learning and probabilistic latent spaces

deepreinforcementlearning icon deepreinforcementlearning

A Deep Deterministic Policy Gradient implementation from scratch using Tensorflow and Numpy, to solve OpenAI Gym environments with continuous action spaces and large state spaces using Deep Reinforcement Learning.

gesture-recognition-browser icon gesture-recognition-browser

Custom built Convolutional Neural Network with TensorFlow and OpenCV to create a gesture recognition system that allows a user to navigate through Chrome using hand gestures. Approached this project without consulting major CNN architectures to develop intuition behind model optimization and layer design. The navigation aspect is a work in progress, but the neural network is trained and operable.

molecule_webscraper icon molecule_webscraper

I created my own web-scraping program in Python which parses HTML source information from private and public pharmaceutical webpages (Apexbio and PubChem). After parsing for the image tags and source information, the program automatically downloads the image files for every 2D molecular structure in the list of compounds, labels it accordingly, and saves it to the desired directory. Made this to help a friend.

overview icon overview

Overview and map of the organization, for the UCSD course COGS108: Data Science in Practice.

portal_dev icon portal_dev

temporary repository while we troubleshoot SSH tunneling

windowmechanismarduino icon windowmechanismarduino

This is a version of the base program I developed for a 1974 Toyota FJ40. This code programs the Arduino microcontroller to perform all the expected functions of a car window with an emphasis on hardware longevity. This includes directional commands (up vs down), automatic rolling on quick press, and automatic killswitch from voltage delta or canceling press.

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