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David Landup's Projects

cifar-autoencoder icon cifar-autoencoder

A look at some simple autoencoders for the Cifar10 dataset, including a denoising autoencoder. Python code included.

deepvision icon deepvision

PyTorch and TensorFlow/Keras image models with automatic weight conversions and equal API/implementations - Vision Transformer (ViT), ResNetV2, EfficientNetV2, NeRF, SegFormer, MixTransformer, (planned...) DeepLabV3+, ConvNeXtV2, YOLO, etc.

dl4cv icon dl4cv

Series of notebooks accompanying the book "Practical Deep Learning for Computer Vision with Python" to get you from walking to running in CV with Keras/TensorFlow, KerasCV and PyTorch

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

kafka-streams-machine-learning-examples icon kafka-streams-machine-learning-examples

This project contains examples which demonstrate how to deploy analytic models to mission-critical, scalable production environments leveraging Apache Kafka and its Streams API. Models are built with Python, H2O, TensorFlow, Keras, DeepLearning4 and other technologies.

keras-cv icon keras-cv

Industry-strength Computer Vision workflows with Keras

keras-lrfinder icon keras-lrfinder

Keras Implementation of Leslie Smith's method for finding an optimal starting learning rate.

modulus icon modulus

Open-source deep-learning framework for building, training, and fine-tuning deep learning models using state-of-the-art Physics-ML methods

neuron_as_deep_net icon neuron_as_deep_net

Code behind the work "Single Cortical Neurons as Deep Artificial Neural Networks", published in Neuron 2021

openfold icon openfold

Trainable PyTorch reproduction of AlphaFold 2

pytorch-deepdream icon pytorch-deepdream

PyTorch implementation of DeepDream algorithm (Mordvintsev et al.). Additionally I've included playground.py to help you better understand basic concepts behind the algo.

yolov5-flaskapp icon yolov5-flaskapp

Minimalistic demo application for performing inference using a custom-trained YOLOv5 model, with Flask

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