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David Gutsch's Projects

dog_breed_cnn icon dog_breed_cnn

Convolutional Neural Networks that predict dog breeds, and delineates between human faces and dogs

face-generation-dcgan icon face-generation-dcgan

This project uses Deep Convolutional Generative Adversarial Networks to generated faces, the network was trained on celebrity face images.

http4s icon http4s

A minimal, idiomatic Scala interface for HTTP

kafkastreams4s icon kafkastreams4s

Kafka Streams for Scala. Integrates KafkaStreams with the cats-effect ecosystem

open_ai_taxi icon open_ai_taxi

A solution and description to open ai's Taxi-v3 toy problem based on the paper, "Hierarchical Reinforcement Learning with the MAXQ Value Function Decomposition" by Thomas G. Dietterich. Using hierarchical reinforcement learning to find optimal strategies to pick up a passenger, get them to a location, and drop them off. I used the Sarsa, Q learning, and Expected Sarsa algorithms to solve the problem.

projects icon projects

This is a repository of my smaller side projects.

pytorch-adain icon pytorch-adain

Unofficial pytorch implementation of 'Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization' [Huang+, ICCV2017]

react-native-udemy icon react-native-udemy

This repository is built off of Stephen Grider's ReactNative + hooks Udemy course.

sentiment-analysis-rnn-sagemaker icon sentiment-analysis-rnn-sagemaker

this is an RNN project created in AWS SageMaker to learn how to deploy, hyperparameter tune, and update model's in AWS using: SageMaker, API Gateway, and Lambdas.

weather-server icon weather-server

Weather server that uses the Open Weather API that exposes an endpoint that takes in lat/long coordinates.

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