Doaa Omar A. Email & Phone Number

Waterloo, On, Ca

Brampton, Ontario, Canada

* Built comprehensive datasets from multiple sources for our data projects & RWE studies* Successfully delivered ML/AI, NLP, and analytics projects, handling stakeholders' communications, requirement gathering, implementation, and privacy considerations* Designed studies for Real World Evidence (RWE) for health outcomes using clinical data/EMR to empower data-driven decisions using observational & experimental data* Led a team of data scientists, setting goals, ensuring progress, and delivering AI/ML health solutions* Mentored the team in the latest AI/ML skills, applying Software best practices, presentation to non-tech audiences, Agility, version control and CI/CD, Data Engineering, Visualization, ETL pipelines, feature engineering, model tuning, and deployment. Selected Projects: Accuro / EMR data analytics and curation, NLP/LLM model to extract ICD10 from clinical data, Health Recommendation Engines, Health Outcome studies for diabetes (RWE).Selected Tools: Agile, CICD, Pandas, Scikit-Learn, SQL, Git, GCP, MLFlow, Airflow, SparkNLP, LLMs

Brampton, Ontario, Canada

Waterloo, Ontario, Canada

* Solving complex data science problems in supply chain industry including forecasting, procurement, and data visualization, working in end-to-end data science projects on the cloud.* Mentoring and managing other team members (data scientist, Web developer, ..)

Toronto, Ontario, Canada

* Designed and built a screening tool for COVID19 using chest x-ray images to recommend patients for testing using convolutional neural networks* Used transfer learning using fastai deep NN and 13,000+ images, trained on AWS with 93% accuracy * Developed a Web App in Flask, deployed on AWS

Blacksburg, Virginia, United States

Led, designed, and implemented Software and ML projects in Molecular SciencesSupervised Ph.D. students in Software and ML* Created end-to-end ML model (NN) and web app on Asure for Chemistry researchers to predict the execution time of quantum calculations based on 1 million previous calculations stored in our PostgreSQL, helping scientists reserve enough time on supercomputers tinyurl.com/y89732v4* Developed the Quantum Chemistry ML Datasets Repository, the team re-computed well-known ML datasets in Quantum chemistry and organized them in PostgreSQL; data is then accessed through our Python library or from the website (deployed using Docker on Azure) qcarchive.molssi.org/apps/ml_datasets* Designed and implemented as a primary team member an open-source tool (QC-Archive) to automate the submission and distribution of Quantum Chemistry computations to supercomputers with task queuing, then access the DB through our Python package. The QC-Archive currently has 500+ GBs of data, 21+ Million calculations, and 5000+ unique users qcarchive.molssi.org* Built the new BasisSetExchange website and REST APIs to get the basis sets essential for Quantum Chemistry calculations, accessed by 8,000+ scientists every month from all over the world

Doctor Of Philosophy - Phd, Computer Science And Machine Learning

Master'S Degree, Computer Science And Machine Learning