Yusuf

Hi, I'm Yusuf Elnady

Lead Data Scientist, Generative AI Engineer

With over 7 years of hands-on experience in data science, machine learning, NLP, and advanced analytics.
I build AI-powered solutions that drive business impact and improve user satisfaction.

Years in Data Science

Years Programming

10+

AI Projects Deployed

PythonAI/MLAI Agents (A2A)Fine‑Tuning & DistillationInfrastructureMLOpsGenerative AI & LLMsAgentic AILangChainPrompt EngineeringNLPPyTorch/TensorFlowscikit‑learnn8nGit & Code ReviewDocker & KubernetesAzureSQL & NoSQLREST/FastAPIAutomation WorkflowsTraditional Machine LearningCommunicationStatistical AnalysisAI Web AppsWeb ScrapingDeep Neural NetworksTransformersDiffusion ModelsData VisualizationProblem-solvingSelf-learningStakeholder Engagement

MY PORTFOLIO

Experience

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Lead Data Scientist2022-03 - Present

Fuse Oncology

Remote, USA

Highlights:

Managed cross-functional product pod (5 engineers, 2 designers) to deliver LLM-driven features co-designed with clinicians
Engaged 25+ stakeholders to translate pain points into LLM product specs, accelerating roadmap by 30%
Integrated generative-editing LLM that reduced note-writing time by 65% with 92% clinician satisfaction
Built HIPAA-compliant PHI anonymizer processing 2M+ tokens/day with 99.3% entity recall
Developed appointment-volume predictor reducing overstaffing costs by 12% (MAPE 6.4%)
Led fine-tuning and evaluation of domain-specific LLMs improving factual accuracy by 8 percentage points
Automated workflows in radiation oncology using tree-structured LLMs
Engineered anonymization pipeline for VARIAN and MOSAIQ databases
Built clinical NLP pipeline predicting diagnosis types and service levels from unstructured consult notes

PythonTransformersLLMsDockerLangChainPrompt EngineeringNLPPyTorch/TensorFlowGit & Code ReviewDocker & KubernetesMS AzureSQL & NoSQLREST/FastAPIAutomation WorkflowsTraditional Machine LearningCommunicationStatistical AnalysisAI Web Apps (Next.js)Web ScrapingDeep Neural NetworksData VisualizationProblem-solvingSelf-learningStakeholder Engagement

Data Science Research Assistant2021-05 - 2021-08

Virginia Tech

Blacksburg, VA

Highlights:

Implemented advanced dataset synthesizer using transformers boosting security model accuracy by 5%
Achieved state-of-the-art results with 81.1% accuracy, beating the DoppelGANger model
Focused on security and machine learning research, specifically using ML for enhanced security

PythonSQLTransformersGANsAcademic ResearchSynthetic DataSecurity ResearchClustering AlgorithmsStatistical Analysis

Graduate Teaching Assistant2020-08 - 2022-05

Virginia Tech

Blacksburg, VA

Highlights:

Taught CS 2505 (Computer Organization in C and Assembly) to 432 students with excellent evaluations
Instructed CS 4114 (Formal Languages and Automata Theory) for 225 students
Maintained high teaching standards with strong student feedback and engagement

C ProgrammingAssemblyTuring MachinesAutomata TheoryTeaching

Data Scientist Intern2021-06 - 2021-08

AI Camp

Remote

Highlights:

Built ASR captioning system using Wav2Vec2.0, reducing turnaround time by 90%
Deployed production models with Flask & Docker serving 10K+ weekly requests
Mentored 50 students in deep learning bootcamp; 100% completed capstones

PythonWav2Vec2.0FlaskDockerDeep LearningMentorshipBERTHuggingFaceLibrosaFlaskGitSklearn

AI Project Lead - Future Intelligence Program2018-01 - 2019-12

Emirates NBD

Cairo, Egypt

Highlights:

Developed AI-powered Automated Assistant Tool to enhance financial inclusion and accelerate digitization
Achieved 6th place among national finalists in competitive innovation challenge hosted by Emirates NBD
Enabled contextual banking services through advanced AI implementation

Computer VisionAIFinancial Technology

Deep Learning Intern2018-07 - 2018-09

RDI (The Engineering Company for Digital Systems Development)

Cairo, Egypt

Highlights:

Developed OCR system for recognizing text in old Arabic books using generative models
Built system to capture, classify, and simulate Arabic complicated fonts
Learned to build Convolutional Neural Networks (CNNs) for object detection

PythonMachine LearningDeep LearningGenerative AIComputer VisionCNNsOCR

Software Engineer and Cofounder2017-01 - 2019-12

Think and Code

Giza, Egypt

Highlights:

Launched student activity at Cairo University teaching programming fundamentals with C++ focus
Trained 600+ students in problem-solving methodologies and programming best practices
Built comprehensive curriculum covering basic programming concepts to advanced problem-solving

C++Competitive ProgrammingCurriculum DevelopmentTraining

MY PORTFOLIO

Projects

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Current Focus

Building AI-powered applications at Fuse

PythonAI/ML

Research in healthcare technology

PythonAI/ML

Teaching and mentoring in software development

PythonAI/ML

Contributing to open-source projects

PythonAI/ML

MY PORTFOLIO

Notes

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Personal Values

My Values & Mission

Ethical AI Development

Knowledge Sharing

Continuous Learning

Mentorship

Open Source Contribution

Mission Statement

I aim to bridge the gap between cutting-edge AI research and real-world business challenges by delivering scalable, innovative, and user-focused solutions that boost revenue and enhance user experiences.

MY PORTFOLIO

Contact Me

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Yusuf Elnady

Lead Data Scientist, Generative AI Engineer

Virginia, USA

Book Consultation

Portfolio

Featured Work

A collection of my recent projects and case studies

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Python

History of Present Illness Generator

AI-powered tool for automating extraction and structuring of patient data for radiation oncology wor...

JSONGenerative AI & LLMsRAGEmbeddingsRabbitMQDockerAzure AI FoundryDocument OCRPandasAzure VMs

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AI Agent-Driven Data Visualization Platform

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Python

AI Agent-Driven Data Visualization Platform

A platform featuring autonomous AI agents that dynamically switch between data sources, execute comp...

EChartsMulti-Database ConnectorsAI AgentsVibe CodingTool CallingLLMsData VisualizationVector StoresEmbeddings

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Python

Clinical Notes De/Anonymizer

HIPAA-compliant Python tool for replacing Protected Health Information (PHI) in medical documents us...

TransformerspdfplumberFlaskGunicornAzure

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Python

Radiotherapy Workflows RAG Assistant

Retrieval-Augmented Generation system for automating clinical protocol retrieval and generating cont...

Azure MLVector SearchEmbeddingsRAGLLMs

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Data Synthesizer for Network Security Models

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PyTorch

Data Synthesizer for Network Security Models

Creative data-driven model for synthesizing time-series datasets to improve network security model a...

PythonDistributed ComputingGANsTime Series

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Python

Prompt Engineering & RAG Pipeline

End-to-end Retrieval-Augmented Generation workflow with vector stores and embedding optimization for...

Azure MLAzure AI FoundryVector StoresEmbeddingsLLMs

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Skills & Technologies

Technologies & Libraries

PythonSQLNode.jsJavaScript (Next.js)PyTorchTensorFlowLangChain/LangGraphTransformersFAISS

MLOps

GitDockerMLflowAzure MLWeights & Biases (W&B)FastAPIAWS SageMakerEmbedding Management

Tools & Others

AI/MLAI Agents (A2A)Fine‑Tuning & DistillationInfrastructureMLOpsGenerative AI & LLMsAgentic AILangChainPrompt EngineeringNLPPyTorch/TensorFlowscikit‑learnn8nGit & Code ReviewDocker & KubernetesAzureSQL & NoSQLREST/FastAPIAutomation WorkflowsTraditional Machine LearningCommunicationStatistical AnalysisAI Web AppsWeb ScrapingDeep Neural NetworksTransformersDiffusion ModelsData VisualizationProblem-solvingSelf-learningStakeholder Engagement

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Get In Touch

I'm always happy to connect with others in the field for knowledge sharing, speaking engagements, or light advisory conversations. Feel free to reach out — I’d love to hear from you.

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