Kaleb Mesfin Asfaw
Undergraduate Researcher at Institute for basic science (IBS)- Claim this Profile
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Bio
Experience
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Institute for basic science (IBS)
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Government Administration
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100 - 200 Employee
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Undergraduate Researcher
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Jun 2023 - Present
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AI Research Engineer
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Jan 2023 - Present
* Applied Deep Learning Techniques to detect and classify disposable wastes from factories, including (YOLOv5, YOLO‑R, YOLOv7, DINO and the recent YOLOv8). • Implemented a novel approach to estimate the volume (and therefore, the mass) of waste materials using object detection techniques. • Utilized the OCR technique to extract and curate a dataset of LEGO model components for use as input in object detection and image classification algorithms. • I am currently researching on the best Time Series Model (Convolutional LSTM) to predict future pressure and temperature values, and apply the DDPG Reinforcement Learning Algorithm in order to design an effective, AI assisted car cooling system. Show less
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Korea Advanced Institute of Science and Technology
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South Korea
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Higher Education
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700 & Above Employee
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May 2022 - Present
• Detection and classification of White Blood Cell from the blood sample’s Residual image.• Image processing of holographic microscopy images using AI.• Generated stained sample image using neural network from a label‑free tissue / cell image
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Mar 2022 - Dec 2022
Helped International Students with Visa-related inquiries.
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KAI Inc.
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South Korea
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Software Development
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1 - 100 Employee
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Machine Learning Engineer
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Sep 2022 - Dec 2022
• Deployed several object detection models using Docker, and a Graphical User Interface software known as Qt (using its python bindings ‑ PyQt). • Designed an effective TCP connection for transferring data between servers equipped with high‑performance GPUs and clients, allowing a smooth GUI performance on the client’s CPU and efficient GPU utilization for AI model training and inference on the server • Developed algorithms for generating model misclassification reports, and data post-processing Show less
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Education
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Korea Advanced Institute of Science and Technology
Bachelor's degree, Computer Science and Industrial and Systems Engineering -
Saint Theresa School
High School Diploma