Ayman Farghaly

Lead Data Scientist
📧 ayman@shaghaf.me 📍 Cairo, Egypt 💼 LinkedIn

Employment

Giza Arabia

Lead Data Scientist
Dec-2024-Present

Etisalat by e&

Segmentation & data mining Expert
Nov-2021-Aug2024

VoIS Egypt

Senior Networks Data Scientist
Jun-2021-Nov-2021

IBM

Data Specialist
Nov2018-June2021

Shaghaf (startup)

Cofounder
Nov2014-Aug2012

Vodafone Egypt

Project Lead
Jan2010-Aug2012

Projects

RF Spectrum Anomaly Detection
Outliers Detection: (possible illegal use) of spectrum in over 30 geographically diverse stations.
PCA Radio Frequency Statistical Distance
Citizen Beneficiary Persona Analytics
Typical and Atypical personas for citizens program beneficiaries: Feast feature store + Kubeflow pipelines + PCA + Clustering
MLOps Feast Kubeflow PCA Clustering
Beneficiary Graph Network Insights
Graph network for citizen beneficiaries interconnected connections
Graph Networks Visualization
HR Assist Chatbot
POC RAG chatbot for queries related to HR
RAG Chatbot NLP
SQL Query Explainer Chatbot
POC RAG for SQL Explanation chatbot
RAG SQL Chatbot
Mobile Usage Predictor
Predictive model to predict mobile internet relative consumption in next 7 and 30 days
Predictive Modeling Time Series
Finance Eligibility Scorer
Financial quality model for possible financial offering
Predictive Modeling Finance
Mobile Wallet Analytics
Inactivity, Aquisition and Segmentation models for mobile wallet users
Clustering Predictive Modeling Mobile Wallet
SocioEconomic Segments
Socioeconomic clustering for 30 million+ customers.
Clustering Big Data
VoLTE Adoption Prediction
Predictive model for telecom VoLTE technology adoption success.
Predictive Modeling VoLTE Telecom
Budget Success Predictor
Deep learning model to predict project success ratio for entity budget allocation for Ministry of Finance
Deep Learning Predictive Modeling
IT Project Predictor
Classification model to predict projects' prospected status for IT consulting solutions company
Classification Predictive Modeling
Oil Well Data Validator
Statistical model to assess the robustness of oil wells' test data samples for a large Oil & Gas company
Statistical Modeling Oil & Gas
Bank Q&A Chatbot
Natural language processing techniques to clusters customer Q&A data into related topics for a Bank.
NLP Topic Modeling Banking
DeepPacket Inspector
Deep packet inspection model to categorize and predict packet protocol.
Deep Learning Packet Inspection Network Security
Coding Aptitude Success Predictor
Prediction model to predict student success in programming course relative grade based on test result before semester starts
Statistical Modeling Education

Education

NILE UNIVERSITY

Master in Informatics
GPA: 3.97/4.0
Cairo, Egypt
Jun, 2013

CAIRO UNIVERSITY

Bachelor in Communications & Electronics Engineering
Grade: Good
Cairo, Egypt
Jun, 2009

EDHEC UNIVERSITY

Master in Strategy and Organisation Consultancy
GPA: 14.47 (French system)
Lille, France
Dec, 2022

Publications

Programmer Performance Prediction with Cognitive Tests: A Granular Approach

Exploring the use of cognitive tests in predicting programming performance: A systematic literature review

nnDPI: A Novel Deep Packet Inspection Technique Using Word Embedding, Convolutional and Recurrent Neural Networks

Extracurricular Activities

Padi: Open Water Diver
Photography with DSLR camera
Career guidance psychology studies