· Utilize real-world evidence to develop and validate decision analytics models to evaluate the cost-effectiveness of genome-guided treatment pathways and emerging oncology drugs. (Python, R, monte-carlo markov models, survival analysis)· Investigate the application of NLP for the extraction of clinical data from unstructured text within electronic medical records. (Python, NLTK, Pytorch, Tensorflow, Scikit-learn)· Develop computer vision software to extract information from published results from clinical trials. (Python, OpenCV)· Design and implement pipelines for data linkage, data analysis, and data cleaning (Python, Jupyter, Pandas, Dash, Plotly, Bokeh)

· Spearheaded project management of data acquisition and model development resulting in multiplepeer-reviewed publications and presentation at an international conference of over 3000 attendees.· Designed and implemented pipelines for data retrieval, data analysis, data cleaning, and data annotation of multivariate time series data (SQL, Python, Pandas, Numpy)· Developed and evaluated deep learning models (LSTM and GRU) for forecasting patient-specific outcomes in the intensive care unit. (Python, Tensorflow, Keras) · Validation of deep learning models with external datasets, statistical analysis, and comparison to machine learning techniques such as logistic regression and SVM (Python, Scikit-learn, Numpy)· Created and presented visualizations of data and results (Python, Jupyter, Matplotlib, Seaborns)

· Developed predictive models for classifying anatomical tissues using machine learning techniques such as random forest, neural networks, SVM, and regression models (Python, Scikit-learn)· Developed software to interpolate spinal curvature during scoliosis correction surgeries, optimizing the workflow of surgeons in the operating theatre (Matlab, C++, OpenGL, VTK, and CAD)· Developed the protocol and software for the use of handheld structured light scanners in postoperative surgery outcome evaluation. (C++, OpenGL, and VTK)• Published and presented work at international conferences.