Programming & Data Analysis
R, RStudio, Python, NumPy, Pandas, and Excel. Data cleaning, normalization, visualization, exploratory analysis, regression, and statistical modeling.
Machine Learning & Biomedical AI
Supervised and unsupervised learning; XGBoost, Random Forest, Extra Trees, UMAP, and t-SNE. Retrieval augmented generation and AI agent frameworks including CrewAI and LangChain.
Spatial & Single-Cell Analysis
Imaging mass cytometry preprocessing, cell segmentation, immune-cell phenotyping, and image analysis with Ilastik, CellProfiler, and Mesmer. Single-cell RNA-sequencing dataset analysis and high-performance computing collaboration.
Molecular & Cellular Methods
DNA extraction and quantification, PCR, RT-PCR arrays, gel electrophoresis, ELISA, CellROX fluorescence assays, and flow cytometry. Cell, bacterial, and patient-derived organoid culture; biospecimen collection and processing.
Zebrafish & Microscopy
Zebrafish care and model development, transgenic line development, intravital microscopy, microscopy and slide preparation, and dissection techniques.
Physiology & Laboratory Instruction
Electrophysiological measurements, EMG, force transducer setup, spirometry, pulmonary function testing, blood typing, and blood pressure assessment. Experimental design, scientific report writing, and undergraduate research mentorship.
Additional Laboratory Methods
Organic and biochemical purification techniques, sample organization, and clinical and molecular cohort analysis.
Certifications
National Lifeguard Certification; CPR-C and Standard First Aid; Israel National First Responder Certification.