Nimrod G.
Data Scientist
Experience
Jan 2022 - Present
4 yearsData Scientist
Self Employed
- Designed and implemented an LSTM text classification model in PyTorch for analyzing app reviews, improving sentiment detection accuracy.
- Configured ML workflows on AWS (EC2, S3) for customer churn prediction, framing business needs into problem statements and achieving actionable predictions.
- Developed an OpenAI + Azure ML chatbot for automated ticket classification, prioritization, and response generation, reducing manual support workload.
Jan 2017 - Dec 2022
6 yearsClinical Data Scientist & Project Lead
Tel Aviv Medical Center
- Assessment of Parkinson’s disease through gait patterns using signal processing and ML tools on body-fixed sensors.
- Designed and deployed production-ready algorithms for gait detection features, achieving 90%+ sensitivity in detection of sit-to-stand, initiation, freeze, risk-of-fall, home behavior movements etc.
- Analysis of obstacle negotiation strategies by processing Kinect images, using image processing algorithms and depth fields (BG subtraction, contour detection, Hauge transform).
- Conducted statistical and quantitative analyses on large clinical datasets and imaging data to improve accuracy and usability, using predictive models (clustering, regression, decision trees).
- Presented at international conferences, bridging between technical teams and clinical experts.
Jan 2016 - Dec 2017
2 yearsAlgorithm Developer
Vision Elements
- Developed computer vision algorithms for medical imaging and hand gesture recognition systems using labeling and registration algorithms.
- Implemented point cloud processing for drone-based mapping using ICP algorithms.
- Created technical documentation and client reports for consulting projects in medical imaging and signal processing.
Jan 2014 - Dec 2016
3 yearsR&D Engineer
Collage Medical Imaging
- Joined as first technical hire, contributing to development of a prostate cancer detection system.
- Designed and implemented a real-time Matlab GUI integrating OCT, ultrasound imaging, sensors, and 3D rendering.
- Developed spatial algorithms for sensor tracking and organ modeling, enabling accurate biopsy localization.
- Worked across clinical and engineering teams to translate medical needs into functional product features.
Summary
Data Scientist with a Biomedical Engineering background and 5+ years of experience in clinical data analysis, machine learning, and algorithm development. Skilled in Python (Pandas, NumPy, Scikit-learn, PyTorch), SQL, and data wrangling of large clinical datasets. Experienced in predictive modeling, exploratory analysis, and transforming complex data into actionable insights. Strong communicator and speaker, with proven ability to bridge cross-functional teams. I’m eager to apply my skills and experience to advance the healthcare world.
Languages
Hebrew
NativeEnglish
AdvancedEducation
Oct 2011 - Jun 2015
Ben-Gurion University of the Negev
B.Sc. · Biomedical Engineering · Be'er Sheva, Israel
Oct 1999 - Jun 2005
Leyada High School - Jerusalem
High School Diploma, Biology and Phisics majors · Biology and Phisics · Jerusalem, Israel
Certifications & licenses
IBM AI & ML Developer Professional Certificate
Coursera
Licensed Tour Guide Course
Ministry of Tourism, University of Haifa
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