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James Requa's Projects

ai-isolation icon ai-isolation

I developed an adversarial search agent that can play the game Isolation

ai-planning icon ai-planning

I created a planning search agent to solve deterministic logistics planning problems, defined in classical Planning Domain Definition Language (PDDL), for an Air Cargo transport system.

ai-sudoku icon ai-sudoku

Created my first AI agent that can solve any Sudoku puzzle

emotion-tracker icon emotion-tracker

Track faces in video and identify facial expressions. Game where the player needs to mimic a random emoji

facial-keypoint-detection icon facial-keypoint-detection

I created an end-to-end facial keypoint recognition system using deep learning and computer vision techniques

fastai icon fastai

The fastai deep learning library, plus lessons and and tutorials

first-tensorflow-neural-net icon first-tensorflow-neural-net

Built my first neural network with TensorFlow. It can correctly label images of English letters with over 80% accuracy.

language-translator-rnn icon language-translator-rnn

I built a language translator algorithm using a Sequence to Sequence model Recurrent Neural Network.

sherlock-holmes-rnn icon sherlock-holmes-rnn

RNN that generates semi-coherent English sentences from scratch after being trained on the classic book The Adventures of Sherlock Holmes.

transfer-learning-vggnet icon transfer-learning-vggnet

In an exercise in transfer learning, I use a pre-trained network, VGGNet, to classify images of flowers.

tv-script-rnn icon tv-script-rnn

Built a Recurrent Neural Network used to generate new TV scripts for the Simpsons show

vr-apartment icon vr-apartment

VR iPhone app for Google Cardboard made with Unity. The app depicts an apartment that the user can navigate around.

vr-maze icon vr-maze

Created a VR Maze iPhone App for Google Cardboard using Unity

vr-puzzler-game icon vr-puzzler-game

Developed a VR version of the traditional “Simon Says” game. The app was created using Unity and ported to iPhone for use with Google Cardboard.

yolov3 icon yolov3

Keras implementation of yolo v3 object detection.

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