Ibrahim H. El-Shal Applied Data Scientist
Work

Technical Projects & Case Studies

A chronological record of projects across telecom, automation, and applied AI — how each one was framed, built, and what came of it.

2026 APPLIED AI · TELECOM AI-Powered Hybrid RAG Platform for Telecom Optimization A production-oriented Retrieval-Augmented Generation system combining hybrid retrieval, cross-encoder re-ranking, and grounded evaluation for telecom network intelligence. Read case study 2025 DATA PLATFORM · ANALYTICS Superset Production Deployment & Unified Analytics Platform A production analytics platform built around Apache Superset to unify multi-database reporting and reduce custom dashboard development for engineering teams. Read case study 2025 AGENTIC AI · RESEARCH Strategic LLM Agent with RAG & Minimax An experimental competitive LLM agent combining retrieval and minimax reasoning for sequential strategic decision-making. Read case study 2024 BIG DATA · TELECOM ANALYTICS National Roaming Impact & User Behavior Analysis A large-scale telecom analytics project using clustering, classification, and big-data processing to study subscriber mobility and network-usage behavior. Read case study 2024 APPLIED ML · TELECOM Mobile Traffic Forecasting, Anomaly Detection & Signal Reconstruction A 4G/5G time-series analytics pipeline combining forecasting, representation learning, and anomaly detection over historical network KPI data. Read case study 2023 DATA SCIENCE · TELECOM Battery Life & Network Quality Analysis with Ookla Data A data-science study of mobile battery-consumption behavior using crowdsourced network measurements, signal-quality indicators, and background application activity. Read case study 2022 MLOPS · RESILIENCE NetFix DRaaS — Disaster Recovery as a Service A centralized disaster-recovery management and monitoring platform combining automation, observability, and machine-learning-based failure detection. Read case study 2021 COMPUTER VISION · RESEARCH Enhanced License Plate Recognition Using GANs & Deep Learning An end-to-end license-plate analysis pipeline combining deep-learning detection and recognition with GAN-based super-resolution for difficult low-quality imagery. Read case study 2019 AUTONOMOUS SYSTEMS · COMPUTER VISION Self-Driving Car Engineering Projects A collection of autonomous-driving projects spanning visual perception, lane detection, traffic-sign classification, sensor estimation, control, and waypoint-following concepts. Read case study 2019 Network Automation · Telecom Automating IP Capacity & Network Configuration Analysis An internal tool that reconstructed enough network context — configuration, VLANs, routing, utilization — to catch issues that previously required several separate manual checks. Read case study