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Hi there 👋

Rufael

About Me

I am a passionate Machine Learning Engineer with 4 years of experience in developing and deploying machine learning models to solve real-world problems. My expertise lies in the analysis of electropysiological data.

Skills

  • Programming Languages: Python (Advanced), Java, C++
  • Machine Learning Frameworks: TensorFlow, PyTorch, Scikit-learn
  • Deep Learning: Transformers, CNNs, bio-inspired neural networks
  • Natural Language Processing (NLP)
  • Computer Vision
  • Data Visualization: Matplotlib, Seaborn
  • Deployment: Docker, Kubernetes
  • Version Control: Git, GitHub

Projects

Transforming gestures: Hand pose estimation from arbitrary hand positions using EMG

Implemented a novel dual-branch transformer model and motion sensor-based training approach for finger gesture recognition using EMG, overcoming challenges associated with hand position dependency.

  • GitHub Repository: link

A Comparative Study of Kalman Filters and Neural Networks

Explored and contrasted the effectiveness of Kalman Filters, including their non-linear adaptations, and Neural Networks for precise robot state estimation

Publications

  1. "Machine Learning Models Evaluation and Feature Importance Analysis on NPL Dataset", Machine Learning for Development (ML4D) workshop, NeurIPS 2021.
  2. "Improving Remote Sensing Scene Classification via Label-Free Prompt Tuning", ECCV, 2023.

Education

  • Master of Science in Machine Learning, Mohamed Bin Zayed University of Artificial Inteligence, Abu Dhabi, UAE 2024
  • Bachelor of Science in Electrical and Computer Engineering, Addis Ababa Science and Technology University, Addis Ababa, Ethiopia 2021

Certifications

  • Machine Learning, Stanford University via Coursera, 2019
  • Deep Learning Specialization, DeepLearning.AI via Coursera, 2020
  • Structuring Machine Learning Projects, DeepLearning.AI, 2020

Contact

Rufael Marew's Projects

bricks-breaker icon bricks-breaker

Bricks Breaker: A fun game made with HTML5, CSS3 and JavaScript

cmc icon cmc

[ECCV 2020] "Contrastive Multiview Coding", also contains implementations for MoCo and InstDis

moco-v3 icon moco-v3

PyTorch implementation of MoCo v3 https//arxiv.org/abs/2104.02057

ph-poverty-mapping icon ph-poverty-mapping

Mapping Philippine Poverty using Machine Learning, Satellite Imagery, and Crowd-sourced Geospatial Information

read icon read

Pytorch Implementation of Lightweight and robust representation of economic scales from satellite imagery.

signalpropagation icon signalpropagation

Forward Pass Learning and Inference Library, for neural networks and general intelligence, Signal Propagation (sigprop)

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