Ayman Farghaly
Lead Data Scientist
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