Resume
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Table of Contents
Professional Experience ๐ฉโ๐ป #
Senior Machine Learning Engineer
Jun 2022 - Present
Analysing sidescan sonar data and GAN based image simulation
Internal promotion
- Project managed and mentoring 2 interns for an
augmented reality
mission planning tool initially proposed by myself - Developed a
custom MLFlow server
for improving reproducability of ML experiments - Ownership over internal sidescan sonar simulation codebases
- Maintenance of internal ML dependencies such as
CUDA
- Project managed and mentoring 2 interns for an
Machine Learning Engineer
2020-2022
- Developing custom
generative adversarial network (GAN)
solutions for sidescan sonar image synthesis - Improving internal tools e.g ray tracing for sidescan image simulation
- Taking part in extra activities such as software engineering book club, external outreach and community engagement
C++
Python
- Developing custom
Data Scientist
2019-2020
Using ML and data science techniques to solve problems for a range of SME
Projects:
Disease classification
using deep learning on ultrasound imagesSemantic segmentation
and boundary reconstruction of satellite images usingMxNet
Time series analysis
for predictive maintenance using time series sensor data for natural energy sources- Designed a relational database structure for open-source protein structure data in
python
andSQL
Python
SQL
Data Analyst
2018-2019
Point cloud & image analysis of super-resolution microscopy data
Point cloud analysis
; this included cluster analysis (HDBSCAN, K-means) and colocalisation analysis (Ripley's K, probabilistic thresholding, SODA)Image analysis
; this included segmentation of biological images such as extracting cells from the backgroundSingle particle tracking
; Implemented techniques (velocity measures, nearest neighbour) to track the movement of a single molecule through time and space to effectively count the number in an imageFront-end development
; Experience in developing client-ready dashboards using Dash, and interactive graph and web components using React and JavaScript- Took part in recruitment and external engagement events for the company
Education ๐ฉโ๐ #
Achievements
cool stuff
- Best MSc dissertation in Data Analytics
- Winton Award for Excellence in Data Analytics
- Best undergraduate psychology cohort final project presentation
MSc Data Analytics
2017-2018
Grade: 1.1
- Dissertation
- An evaluation of image registration methods for image-guided spine surgery
- Extracurricular activities
- Data analytics course rep
- Optional modules
- Image & video analysis (my favourite!)
- Sensor networks and mobile data communication
- Natural language processing
- High performance computing
- Core modules
- Foundations of Computing
- Foundations of Data Analytics
- Data Mining
- Research Methods
- Dissertation
BSc Psychology
2014-2017
Grade: 2.1
- Final project
- Investigating the interaction between colour and texture and the perception of scale using virtual reality
- Extracurricular modules
- Programming in neuroscience (audited from MSc in Neuroscience and Neuroimaging)
- Final year modules
- Advanced Research Methods - Statistics
- Disorders of the Visual System
- Cognitive Neuroscience of Attention
- Memory and the Brain
- 1st/2nd year modules
- Research Methods and Statistics
- Social, Personality and Abnormal Psychology
- Brain and Behaviour - The Structure and Function of the brain
- Perception and Cognition
- Development and Language
- Final project
Professional Certifications โ๏ธ #
Certificate | Institution | Date |
---|---|---|
Learn Flutter and Dart - The Complete Guide | Udemy | Ongoing |
Learn Ethical Hacking From Scratch | ZSecurity via Udemy | Ongoing |
C# Programming Paradigms | PluralSight | Jan 2024 |
Master C# Fundamentals | Udemy | Jan 2024 |
Learn Advanced C++ Programming | Udemy | Oct 2021 |
DLI University Ambassador for Fundamentals of Accelerated Data Science with RAPIDs | NVIDIA | Apr 2020 |
DLI University Ambassador for Fundamentals of Computer Vision | NVIDIA | Apr 2020 |
Fundamentals of Accelerated Data Science with RAPIDs | NVIDIA | Apr 2020 |
Fundamentals of Deep Learning for Computer Vision | NVIDIA | Apr 2020 |
DLI Platform Course for Instructors | NVIDIA | Apr 2020 |
Fundamentals of Reinforcement Learning | University of Alberta via Coursera | Mar 2020 |
I am also currently learning Mandarin Chinese with the aims of completing the HSK Level 1 exam ๐ฟโขโง๐ปโโญหโ๏ธ๏ฝกโ
Dance achievements ๐ #
Achievement | Institution | Date |
---|---|---|
Christmas Student Showcase (performer) | Pivot Pole Studio | Dec 2023 |
Pole O’ Clock Images Photoshoot | Pivot Pole Studio | Oct 2023 |
Pole Physique Intensive Weekend | Pole Physique (Glasgow) | Sep 2023 |
Kitty Velour Intensive Weekend | GFFDamian Dance Studio (Manchester) | Jun 2023 |
5th Birthday Student Showcase (performer) | Pivot Pole Studio | Apr 2023 |
Online Student Showcase (performer) | Pivot Pole Studio | Dec 2022 |
Katherine Elizabeth Photos Photoshoot | Pivot Pole Studio | Oct 2022 |
Pole O’ Clock Images Photoshoot | Pivot Pole Studio (Edinburgh) | Jul 2022 |