Open projects
Selected repos include source code, implementation details, and reproducible project structure.
AI Developer | Machine Learning Engineer
Kareem Ayman
AI Developer at Optima Software Solution and Programming Instructor at School++ and iSchool, building medical AI, computer vision, LLM agents, RAG assistants, data-analysis tools, and backend AI products.
AI Developer at Optima Software Solution
Programming Instructor at School++ & iSchool
Cairo, Egypt
Focus
Applied AI
40+
GitHub Repos
27
Portfolio Cases
96%
NTI Score
About
Building practical AI systems from notebooks to usable products.
I work across medical imaging, genomics, tabular machine learning, RAG, agentic workflows, backend APIs, and data applications. My portfolio combines research-style experimentation with deliverables that can be tested, shared, and used by real people.
Project Access
Clear boundaries between public code and private client work.
Private delivery
Client work, medical data, and paper-related projects are summarized without exposing code or datasets.
Client-safe walkthrough
Interested clients can request a private explanation, demo, or technical overview through WhatsApp.
Technical Skills
Tools I use across AI research, engineering, and deployment.
PythonScikit-learnPyTorch
TensorFlowKerasOpenCV
Computer VisionMedical ImagingLLM Apps
RAGLangGraphFastAPI
StreamlitQdrantDocker
PandasNumPyBioinformatics
SQLGitHubJupyter Notebook
Featured Projects
Public work, product builds, and private case studies without exposing client code.
Public projects link to GitHub. Client work and paper-related projects stay as portfolio case studies with code and data private.
AI Agents
Multi-Agent Research Assistant
Planner, researcher, summarizer, and critic workflow for source-grounded Markdown/PDF research reports.
Includes web retrieval, evaluation metrics, Docker support, and Streamlit UI.PythonLangGraphFastAPIStreamlit
Open project
Data AI
Agentic Data Analyst for CSV and SQL Insights
Agentic analytics app for CSV uploads, SQL exploration, profiling, charts, natural-language questions, and report export.
Built with modular typed Python services, SQL safety checks, and pytest coverage.PythonPandasSQLitePytest
Open project
LLM Engineering
Production RAG Assistant
Document assistant for PDF/DOCX question answering with multilingual embeddings and source citations.
FastAPI endpoints, Qdrant vector search, Streamlit UI, Docker, and retrieval evaluation.FastAPIQdrantOpenAIDocker
Open project
Conversational AI
Arabic Restaurant AI Agent
Arabic customer-service chatbot for menu search, order handling, reservations, delivery, cart calculation, and handoff.
Built as a practical Streamlit prototype with structured JSON knowledge.PythonStreamlitNLPJSON
Request details
Backend AI Product
EpCare Backend APIs
Healthcare backend services covering core API flows, access roles, database models, validation, and operational workflows.
Structured endpoints for patient, doctor, appointment, and platform operations.REST APIsBackendValidationHealthcare
Open project
Computer Vision
Apple Disease Classification & Segmentation
Plant-disease computer-vision workflow for classifying apple leaf disease and segmenting affected regions.
Designed as an applied CV pipeline with training, evaluation, and visual explainability outputs.OpenCVSegmentationCNNsGrad-CAM
Request details
Computer Vision
Safety & Attendance Monitoring System
Monitoring system for face detection, fire, smoking, phone-call detection, attendance, and operational alerts.
Built around real-time detection workflows for workplace and restaurant operations.YOLOFace DetectionAlertsMonitoring
Request details
Accessibility AI
Image Captioning for Visual Assistance
Image-captioning project to describe scenes and objects for visually impaired users.
Combines computer vision and language generation for practical assistive technology.Vision-LanguageCaptioningAccessibilityNLP
Open related project
Conversational AI
Optima ChatAgent
Client-support chatbot workflow for business conversations, structured responses, and operational handoff.
Built as an applied AI assistant for production-style customer and team workflows.ChatbotPromptingAutomationBusiness AI
Open project
Data Science
Egypt Tax Prediction
Time-series and machine-learning workflow for Egyptian tax prediction using recurrent modeling approaches.
Included GRU-style forecasting experiments and data-preparation workflows.GRUForecastingTime SeriesPython
Portfolio summary
Geo AI
Internet Demand from Night-Time Satellite Images
Prediction workflow using night-time satellite imagery as a signal for demand and infrastructure planning.
Bridges geospatial computer vision, feature extraction, and predictive analytics.Satellite ImagesGeo AIRegressionCV
Portfolio summary
Machine Learning
Home Credit Default Risk
Credit-risk modeling project using structured financial data, feature engineering, and model evaluation.
Shows practical tabular ML, risk analysis, and competition-style experimentation.Credit RiskScikit-learnEDAModeling
Open project
Computer Vision
Face Detection & Recognition
Computer-vision project for detecting and recognizing faces from images and video-style inputs.
Useful foundation for attendance, identity, and monitoring workflows.OpenCVFace RecognitionPythonCV
Open project
3D AI
TripoSR 3D Reconstruction
Fast 3D object reconstruction experiment from a single image using modern 3D AI tooling.
Explores image-to-3D workflows and practical reconstruction outputs.3D AIReconstructionVisionResearch
Open project
Software Product
AIO / SubPay Academy Platform
Platform for managing academies, subscriptions, educational content, student operations, and payment-style workflows.
Startup-style product work covering dashboards, operational flows, and scalable product structure.ProductSubscriptionsDashboardsOperations
Open SubPay repo
Startup Product
Share Your Route / Take Me With You
Ride-sharing concept for connecting people around shared routes, trip requests, and community mobility.
Designed around practical user flows, location-based matching, and startup MVP thinking.MVPMobilityUX FlowsBackend
Startup concept
Management System
Faculty Management System
Academic operations system for organizing faculty workflows, records, administrative views, and structured data.
Built as a practical software-management project with clear operational modules.CRUDDashboardsDatabaseAdmin
Portfolio summary
Medical AI
Clinical and biomedical projects delivered as private work or research cases.
Selected freelance medical projects are shown as case-study summaries only. Client code, unpublished research, datasets, and paper-related details stay private.
Medical Imaging
Lung Cancer Detection
CT and X-ray workflows for lung cancer screening, preprocessing, training, and clinical-style evaluation.
Request detailsSegmentation
Pulmonary Nodule Segmentation
Consensus-annotation pipeline and deep-learning benchmark for LIDC-IDRI pulmonary nodule segmentation.
Open public repoNeuro AI
Brain Stroke CT/MRI Classification
Deep-learning pipeline for multiclass brain stroke classification using CT/MRI images.
Open public repoMulti-Omics
Breast Cancer Decision Support
Risk prediction, prognosis, subtype classification, and genomic analysis using TCGA, METABRIC, GEO, and clinical datasets.
Open public demoPrecision Medicine
Chemotherapy Response Prediction
Gene-expression and clinical-data modeling workflow for predicting chemotherapy response in breast cancer.
Request detailsOncology
Liver Cancer / HCC Analysis
AI and medical-imaging workflows for hepatocellular carcinoma analysis, validation, and manuscript preparation.
Request detailsNeuro Signal AI
Seizure Prediction
Patient-level preictal seizure prediction using EEG, ECG, EMG windows, sequence models, and experiment tracking.
Request detailsPharmacogenomics
Drug Sensitivity Prediction
Cancer drug-response modeling using public pharmacogenomic datasets such as GDSC and CCLE.
Request detailsClinical ML
Heart Disease & Cancer Prediction
Structured clinical-data ML workflows for risk scoring, classification, validation, and explainable results.
Open related repoMedical Chatbot
Pharmacy Medical Chatbot
Conversational assistant for pharmacy-style medical questions, structured responses, and user-friendly guidance flows.
Open related repoMore On GitHub
Additional public projects outside the CV.
ChatbotAI Chatbot
View full GitHub profile
Public chatbot project showing conversational AI foundations and assistant workflow design.
ML/NLPDepression DetectionMachine-learning project for mental-health signal detection and classification experiments.
Conversational AIMusical ChatBotPublic chatbot project focused on interactive music-related conversation flows.
Experience
Training, teaching, and applied delivery.
Programming Instructor
School++ & iSchool | Present
Teaching programming fundamentals, computational thinking, problem solving, and project-based technology skills through project-based learning programs.
AI Developer
Optima Software Solution | Present
Building applied AI prototypes, data workflows, ML features, backend AI services, and client-ready software deliverables.
Education, Hackathons & Certifications
Academic foundation plus practical AI competition and training work.
M.Sc. in Artificial Intelligence
Benha University, Faculty of Computers and Artificial Intelligence | 2026 - Present
Bachelor's Degree in Computer Science
October 6 University | 2020 - 2024
RAG AI Hackathon
Creativa Innovation Hub, Benha | Aug 2026. Built a Retrieval-Augmented Generation solution using embeddings, vector search, document retrieval, and LLM-based responses.
AWS Machine Learning Engineer
DEPI, New Horizons | Apr 2024 - Aug 2024
Machine Learning Engineer Program
National Telecommunication Institute | Dec 2024 - Feb 2025. Completed the program with a final score of 96%.
Data Science Diploma
Orange Digital Center & Instant | Aug 2022 - Oct 2022. Completed 150 hours covering Python, ML, deep learning, mathematics, and software engineering.
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Cairo, Egypt | kareem.ayman.ml.ai@gmail.com | WhatsApp: +20 102 584 9793