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Anastasios (Tasos) Stamoulakatos
About me
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Posts
Check out my Blog on Medium
Published:
I regularly write about Data Science, AI, and my experiences in the industry on Medium.
cv
CV
For the most up-to-date information, please visit my LinkedIn profile.
You can also download an archived version of my curriculum vitae here.
ml_projects
Improving the Safety, Reliability, and Efficiency of Cargo Transportation using Deep Learning
Published:
- Multi-class object detection using RetinaNet
- Progress meetings with the industrial partner Streamba
Automatic Identification of Asbestos Fibres in Air Samples using Deep Learning
Published:
- Instance segmentation using U-Net
- Analysis of fibre size and shape distributions
- Progress meetings with industrial partner Ethos Environmental
Global Wheat Detection (Kaggle Competition)
Published:
- Implementation of various Cut and Mix plus Style Transfer image augmentations
- Single-class object detection using EfficientDet
Predicting AirBnb Prices in Athens using Machine Learning
Published:
- Data Preprocessing
- Feature Engineering
- Regression using Random Forest, XGBoost
Real-time Bolt Detection Using Deep Learning
Published:
- Development of a YOLOv5 deep learning bolt detector
- Real-time bolt detection using ZED 2i camera and Edge AI Gateway
portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
Short description of portfolio item number 2
publications
Classification of ultrasound images of carotids using Wavelet Transforms and SVM
Published in Diploma Thesis, National Technical University of Athens, 2017
Diploma Thesis implementing SVMs and Wavelet Transforms for medical image classification.
Recommended citation: Stamoulakatos, A. (2017). Classification of ultrasound images of carotids using Wavelet Transforms and SVM (Diploma Thesis, NTUA).
Automatic annotation of subsea pipelines using deep learning
Published in PhD Thesis, University of Strathclyde, 2023
Doctoral Thesis exploring the automation of subsea survey video annotations using Deep Learning methodologies.
Recommended citation: Stamoulakatos, A. (2023). Automatic annotation of subsea pipelines using deep learning (Doctoral dissertation, University of Strathclyde). https://strathprints.strath.ac.uk/
talks
teaching
Private Maths/Physics Tutoring
Private Tutoring, , 2015
- Assisted high school students with maths and physics exercises.
C++ Teaching Assistant
Undergraduate Course, University of Strathclyde, EEE Department, 2018
- Assisted 2nd year students in C++ lab exercises and final project
- Taught fundamentals of coding and object oriented programming