Ilya Kotlov
Software Engineering
Computer vision
Artificial Intelligence
Data Science
Signal Proccessing
Machine Learning
Deep Learning
About Me
AI and Computer Vision enthusiast. Working fast, smart and focused.
Computer Science with specialization on Data Analysis and Machine Learning Graduate
Independent and enthusiastic programmer and fresh BSc graduate with about 2 years of experience working with senior algorithm developers and academical researchers. .
My interests are a combination of software enginering and algoritm developement in any AI and Data related fields.
Particularly, I like to design and implement the data collection (considering code efficiency, embedded RT programming) as much as to process the data, find the best algorithm and improve it to achieve project goals, using classic methods of Computer Vision with Machine Learning and Deep learning methods.
Also I like to implement parallel computations using multithreading, distributed computing and GPU programming in CUDA.
I hate wasting time. I need to have long-term goals to maintain a global vision of the projects. But I divide the tasks into very simple parts to finally obtain a complex result.
My hobbies include gym, dancing (particularly Bachata) and playing chess.
Favourite quotes
Viam supervadet vadens - the path will be overcome by the person walking it.
"The future belongs to those who believe in the beauty of their dreams."
"Try not to become a man of success, but rather try to become a man of value."
Knowledge
Computer vision
Mono/stereo camera calibration. Image features detection and matching.
Deep Learning
Deep Neural Networks implementation, exploration and improvement.
Some Facts
Working Hours
1170Hours Danced
890Resume
2 Years of Experience
Experience
November, 2021 - March, 2023
Research Assistant
Visual Sensing Theory & Application Lab, Computer Science Faculty, Technion R&D Ltd, Israel• Implemented from scratch a multi-sensory vision system of a vehicle for detection & tracking obstacles according to research plan, using Machine Learning & Deep Learning.
• Resulted in a report of the study : report
• Implemented a navigation algorithm for a DJI Tello drone and a data recording module using the drone camera and Motive OptiTrack tracking system using a Deep Neural Network Visual Odometry Model and OptiTrack tracking system. github repo
• Results are expected to appear in a future publication and ML conference.
• Performed literature review, data recordings, experiments and outcome analysis.
• Worked with PhD, MSc staff and lab engineers to achieve research goals.
March, 2021 - July, 2022
Industial Project Developer
Given Imaging, Medtronic, Israel• Implemented an advanced method (CVPR 2018) for training a deep neural network with "attention maps", aiming at achieving classification improvement as well as localization and explainability on Medtronic Endoscopy data.
• Reproduced algorithm paper results on original data (VOC) & adapted the method to Medtronic Endoscopy data.
• Resulted in 8% improvement in classification on ROC measurement and in 350% localization
• Worked as part of a team of senior algorithm / machine learning engineers.
Education
2017 - 2022
Bachelor Degree in Computer Science with specialization on Data Analysis and Machine Learning
Technion - Israel Institute of Technology, IsraelDeep Learning. Machine Learning. Computer vision.
Machine Learning, Computer Vision and Deep Learning tools
Pillow, Scikit-Learn, Numpy, Pandas, PyTorch, TensorBoard
OpenCV, Open3D
OOP, Parallel & Distributed programming, CUDA, Numba
Windows, Linux, Docker, Git / Github
Coding Skills
Python
C/C++
Matlab
HTML + JS + CSS + React + Flusk
Java
Projects
My Best Works
Contact
Get in Touch
Get in Touch
If you would like to find out more about me, my research or my work, please drop me an email.
