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Machine Learning Engineer | ML | NLP | AWS | MLOps


Timelapse of neurons growing in a tissue culture

Brando Koch's Projects

annotated_whisper icon annotated_whisper

This is my refactor of the whisper ASR model by OpenAI. When released the whisper repository had a very complicated function call stack and a lot of boilerplate which was unnecessary. This repo is the result of my exploration of the original whisper codebase during which I was heavily refactoring and removing parts I found redundant.

attention-is-all-you-need-paper icon attention-is-all-you-need-paper

Original transformer paper: Implementation of Vaswani, Ashish, et al. "Attention is all you need." Advances in neural information processing systems. 2017.

gat icon gat

Graph Attention Networks (https://arxiv.org/abs/1710.10903)

gradient-calculation-linear-regression icon gradient-calculation-linear-regression

This repository provides the calculus and linear algebra behind the linear regression gradient calculation. Both vectorized and non-vectorized forms are shown.

neural-style-transfer-paper icon neural-style-transfer-paper

Pytorch Implementation of L. A. Gatys, A. S. Ecker and M. Bethge, "Image Style Transfer Using Convolutional Neural Networks," 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, 2016, pp. 2414-2423, doi: 10.1109/CVPR.2016.265.

petnica-ml7 icon petnica-ml7

This repository contains unofficial solutions to Petnica Summer Institute Machine Learning Conference - PSIML7 Assignments required for Acceptance.

pytorch-original-transformer icon pytorch-original-transformer

My implementation of the original transformer model (Vaswani et al.). I've additionally included the playground.py file for visualizing otherwise seemingly hard concepts. Currently included IWSLT pretrained models.

pytorch-sequence-models icon pytorch-sequence-models

This repository implements a variety of sequence model architectures from scratch in PyTorch. Effort has been put to make the code well structured so that it can serve as learning material.

real-estate-price-prediction icon real-estate-price-prediction

This repository presents an end-to-end process of approaching a machine learning project from data collection to deployment. Problem at hand is price prediction of Cleveland real estate although the underlying code is made flexible enough to provide a structured way of tackling a wide variety of tabular problems with minimal changes.

rpsls-ferit2022-1st-place icon rpsls-ferit2022-1st-place

This repository presents my solution to FERIT's 2022 Rock, Paper, Scissors, Lizard, Spock competition which achieved 1st place with a score of 1942/2000.

yolov5-synthetic-data icon yolov5-synthetic-data

Training/Application of the YOLOv5 object detection algorithm on a synthetic dataset generated in Unity and its Perception module

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