نبذة عني
LLM Developer and data professional with experience in chatbot development, data analysis, project management, and biomedical engineering. Skilled in Python, SQL, Django, Microsoft Azure, Power BI, prompt engineering, an…
LLM Developer and data professional with experience in chatbot development, data analysis, project management, and biomedical engineering. Skilled in Python, SQL, Django, Microsoft Azure, Power BI, prompt engineering, and machine learning workflows, with experience applying these tools in healthcare and research settings.
الخبرة
Project management and data assistant
• Efficiently collaborated in cross-functional teams, resolving complex challenges, and maintaining effective communication with diverse stakeholders to achieve project goals.
• Designed, executed, and managed research studies,
• Maintain data accuracy and relevance.
• Ensured comprehensive IRB training and approval for each study, emphasizing ethical research practices.
• Proficient in data management, analysis, and visualization using industry-standard tools.
• Collaborated with international partners to develop and write a successful EU grant proposal.
• Managed ongoing departmental projects, providing valuable assistance in data analysis and manuscript writing.
• Facilitated monthly research update meetings within the pediatrics department.
• Developed databases and GUI using Google Apps Script and Microsoft Access for streamlined departmental data management.
• Utilized PowerBI for efficient data visualization and reporting.
• Spearheaded Natural Language Processing (NLP) applications using Large Language Models (LLMs) to develop LangChain Agents.
• Applied Fastai library for computer vision applications and processed unstructured medical notes for extracting structured information.
• Leveraged Microsoft Azure Machine Learning Studio for cloud computing and data storage.
• Engineered transcription algorithms and fine-tuned models into Arabic, showcasing diverse language application proficiency.
LLM Developer
Integrated chatbots into the web via API development.
Developed and deployed LLM-powered chatbots using GPT-3, GPT-4, and similar models.
Collaborated with product teams to define AI use cases and enhance user experience.
Conducted testing to improve chatbot performance.
Stayed current with advancements in AI, NLP, and machine learning technologies.
Project Assistant and Data Manager
Implemented agile project management.
Managed departmental projects, IRB approvals, literature reviews, and manuscript writing.
Translated user needs into development plans.
Performed statistical analysis on several datasets to provide actionable insights.
Managed ETL processes to streamline healthcare data pipelines and ensured GDPR/HIPAA compliance.
Saved $5,000 by creating in-house Django software.
Collaborated on reducing data islands into a centralized database.
Developed Power BI dashboards meeting user’s needs.
Applied advanced prompt engineering techniques (e.g., few-shot, ICL, ReAct, RAG).
Utilized LLMs to extract structured data from unstructured data.
Fine-tuned open-source AI models on medical domain-specific tasks.
Compared transformer-based models on accuracy of summary generation (BERT, PEGASUS, GPT, T5).
Applied transfer learning for text similarity tasks using pre-trained word embeddings.
Evaluated NLP model output using semantic similarity scores (ROUGE, METEOR, BERT Score, Instructor similarity).
Budget and Compliance Manager
Collaborated with clients/stakeholders to align on user needs.
Ensured compliance with ISO13485, 21 CFR 820, and ISO14971 using Greenlight Guru's QMS.
Applied waterfall design for system/software development and agile methodologies for project timelines.
Designed a user-friendly GUI with MATLAB App Designer and integrated Arduino data acquisition with MATLAB.
Conducted iterative prototyping, usability testing (UserZoom), and 3D CAD modeling for device design.
Performed verification and validation tests for hardware and software.
Research Assistant
Studied CX36 protein kinetics and its role in gap junction coupling in Min6 cells.
Conducted cell culture, media preparation, staining, plasmid cloning, and DNA purification (Mini/Midi preps).
Performed calcium imaging and FRAP using confocal microscopy.
Developed protocols for photoconverting Dendra2.
Analyzed and visualized experimental data using MATLAB and ANOVA.
Maintained and calibrated lab equipment, ensuring safety and cleanliness.
Research Assistant
Fabricate bio-ink using alginate and laponite.
Developed 3D models for printer parts using SolidWorks.
Debugged circuitry on the printer.
Used G-code to print different-shaped hydrogels.