I. Pathology Image Analysis● Extracted 803 biopsy slides for Gastrointestinal Cancer from the Personalized OncoGenomics (POG) repository● Subjected paraffin-embedded whole-slide images to quality control using HistoQC tool for artefact removal● Developed an interactive platform via Jupyter notebook for selection of masks that best mapped to the tissueII. Oncogenomic Data Analysis● Obtained 1500 patches and 900 features for 406 patients with Muscle-Invasive Bladder Cancer using PyTorch ● Executed nearest-centroid classifier in R to segregate The Cancer Genome Atlas (TCGA) data into 6 subtypes● Generated encodings via Multiple Instance Learning pipeline and clustered patient-groups through UMAP

I. Baseline To Peak (BTP) Analysis● Performed an Analysis of Variance (ANOVA) test for 3 task-based frameworks in the Sanford Dissertation (2019)● Graphed the Hemodynamic Response (HDR) of BOLD signal for predictor weights and scan timepoints in Excel● Compiled event-timebin variables for each component into an SPSS script and summarized results into a reportII. Constrained Principal Component (CPCA) Analysis● Conducted multivariate multiple regression analysis on a normalized matrix for Lavigne et al. Publication (2016)● Plotted eigenvalues after dimensional reduction of overall matrix, Z, predicted variable, Ẑ, and residual matrix, E● Applied varimax rotation in MATLAB to optimize the variance of the component scores and predictor loadings

● Implemented the core electrical framework to interface electromyogram signals for the prosthetic arm ● Optimized rotational kinematics by implementing feedback loops via the Raspberry Pi integrated circuit in C

● Leveraged connections, sourced promotional material and networked with companies to enlist sponsors

● Engaged in community events, conflict mediation and crisis management to foster wellness and diversity

● Integrated sensors, motors and actuators to synergize the motion of the poncho-wearing assistive device● Enhanced mobility through voice activation by syncing Arduino microcontroller with Blynk IoT in Node.js

● Tailored one-on-one sessions for first-year students to maximize academic performance in STEM courses

● Elicited 3 UN-Affiliated Funding Frameworks for the Khorog Urban Resilience Program via primary research