Giorgi Butbaia, Developer in Tbilisi, Georgia
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Giorgi Butbaia

Verified Expert  in Engineering

Computer Vision Developer

Location
Tbilisi, Georgia
Toptal Member Since
May 30, 2019

Giorgi is a machine learning developer with four years of experience in computer vision. He has a solid background in mathematical analysis and is currently a fourth-year undergraduate student pursuing a bachelor's degree in physics with a minor in computer science. He primarily specializes in developing deep-learning-based solutions for computer vision tasks.

Availability

Part-time

Preferred Environment

Git, Visual Studio Code (VS Code), Jupyter Notebook, Ubuntu

The most amazing...

...thing I've coded is an artificial neural network-based algorithm for solving a stiff system of ordinary differential equations.

Work Experience

Software & Hardware Engineer

2016 - PRESENT
Saico Digital Technologies
  • Used machine-learning techniques for building a real-time customer feedback application for retail stores.
  • Used convolutional neural network-based models for various classification problems.
  • Created a Blockchain-based framework for decentralized data gathering.
  • Worked with image segmentation and image neural style transfer algorithms.
  • Wrote Django-based framework for storing large data.
Technologies: Django, NumPy, OpenCV, Keras, Python, Machine Learning

Software & Hardware Engineer (Intern)

2011 - 2013
Magtiwin
  • Developed a QR code-based inventory asset-management platform with an integrated android application.
  • Developed an application for measuring the surface area of various planar samples using image processing techniques.
  • Created a device which measures the length of an arbitrary sample using the video stream from a mouse camera.
Technologies: Android SDK, Java, OpenCV, C#, PHP

Saico Digital Technologies

While working at Saico Digital technologies, designed an application for analyzing and storing customers' feedback based on their facial expression, age, and gaze direction, where each was measured using a convolutional neural network based algorithm.

Created an application for detecting and preventing (via auditory signal) drowsy driving. The project relied heavily on convolutional neural networks for detecting exhaustion based on facial expression.

Created a Django-based platform for the local hospital. The platform allowed archive managers to easily store massive amounts of data and retrieve the required documents quickly.

Young Physicists' Tournament

Worked on research involving a mechanical system with non-trivial dynamics. Used regression methods to estimate the limits of own theoretical model.

Worked on research involving an optical apparatus which measures small fluctuations in a gaseous region. Used image processing techniques to analyze the magnitude of such fluctuations and measure various physical characteristics of the gaseous region.

Designed object tracking applications to experimentally measure the dynamics of various mechanical systems.

Research for University's Biology Department

Worked with a team to develop a machine-learning based predictive models to design efficient new antimicrobial peptides (AMPs) which have potency against particular bacterial strains.

Languages

Python, Solidity, C++14, Java, JavaScript, C#, PHP

Libraries/APIs

TensorFlow, Keras, Matplotlib, Scikit-learn, NumPy, Pandas, OpenCV, SciPy

Tools

MATLAB, Mathematica, LaTeX, Git, Jupyter, Maple

Platforms

Arduino, Ethereum, Ubuntu, Jupyter Notebook, Android, Visual Studio Code (VS Code)

Other

Mathematical Analysis, Differential Equations, Machine Learning, Convolutional Neural Networks, Neural Networks, Probability Theory, Computer Vision, Abstract Algebra, Elliptic Curve Cryptography, Cryptography, Data Visualization, Bayesian Statistics, Partial Differential Equations, Number Theory, Generative Adversarial Networks (GANs)

Frameworks

Django, Android SDK

Paradigms

Object-oriented Programming (OOP), Data Science

Storage

MySQL

2017 - 2021

Bachelor's Degree in Physics

Free University of Tbilisi - Tbilisi, Georgia

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