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HaydenFaulkner/README.md

A Generalist

Machine Learning Engineer × Full-Stack Developer × Data Scientist × Application Designer × Team Leader

With 15+ years of software development experience, I've built applications across web, desktop, cloud and embedded platforms, worked in startups alongside founders and customers, and led small engineering teams.

My background includes a PhD in Machine Learning, with experience developing AI and computer vision algorithms and integrating them into real-world applications.

I'm ultimately passionate about building useful things that make people's lives better.

Experience

2021 > Present · Generalist @ Woven Optics & Insight Via Artificial Intelligence

Skills

Languages:
TypeScript · JavaScript · Python · HTML · CSS · C · C++ · SQL

Development:
React · React Native · Node.js · AWS · Firebase · GCP · PyTorch · Linux

Design:
UI/UX · Graphic Design · Adobe Creative Suite

Specialist:
Machine Learning · Data Science · Computer Vision · Image Processing

Tools:
Git · VS Code · Copilot

If I don't know it, I can learn it

Education

2014 · Honours in Computer Science @ The University of Adelaide · Top of Class

2013 · Graduate Certificate in Creative Arts @ Flinders University & Rising Sun Pictures

2012 · Bachelor of Computer Graphics @ The University of Adelaide · GPA 5.63

Research (deprecated)

2017 · TenniSet: A Dataset for Dense Fine-Grained Event Recognition, Localisation and Description @ International Conference on Digital Image Computing: Techniques and Applications

Project · Paper · Poster · Code

2015 · AFL Player Detection and Tracking @ International Conference on Digital Image Computing: Techniques and Applications

Paper · Poster

2015 · A Study of the Region Covariance Descriptor: Impact of Feature Selection and Image Transformations @ International Conference on Digital Image Computing: Techniques and Applications

Paper · Poster · Slides

2015 · Approximate Approaches to the Traveling Thief Problem @ Annual Conference on Genetic and Evolutionary Computation

Paper · Slides · Code

When Not Coding

Photography · Sport · Music · Gigs & Festivals · Travel


LinkedIn · Website · Email

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  1. TemporalEventAnnotator TemporalEventAnnotator Public

    A QT tool used to annotate temporal segments of a video with events which each have unique and customisable information.

    Python 40 11

  2. Tennis Tennis Public

    A Tennis dataset and models for event detection & commentary generation

    Python 143 23

  3. Attributes_SVO_Video_Captioning Attributes_SVO_Video_Captioning Public

    LSTM RNN and Transformer networks video captioning on MSVD and MSR-VTT using attributes and SVOS

    Jupyter Notebook 2 1

  4. VideoYOLO VideoYOLO Public

    Object Detection for Video with MXNet and GluonCV using YOLOv3

    Python 22 3