Malak Elnagar|

Telecommunication Engineer | AI & Data Science Engineer

Unified Journey

Data Science Intern

Jun 2025 – Dec 2025

Digital Egypt Pioneers Initiative (DEPI)

Applied machine learning models to real-world datasets, building predictive analytics solutions and data visualization dashboards.

IP Networks Trainee

Aug 2025 – Sep 2025

Nokia

Configured and optimized IP routing protocols (OSPF, BGP, RIP), analyzed network performance, and implemented network security solutions.

Telecommunication Systems Trainee

Apr 2025 – May 2025

WE (Telecom Egypt)

Deployed FTTH infrastructure, performed fiber optic splicing, and maintained GSM & mobile network systems. Gained hands-on experience with signal analysis and network optimization.

Wireless and Mobile Communication Networks

Jan 20, 2026 – Present

NTI

Training in wireless and mobile communication network technologies.

AI & Data Science Projects

Machine learning and data science projects focused on intelligent systems

Fraud Detection

Jan 2026 – Feb 2026

Challenge

Credit card fraud detection requires handling imbalanced datasets and achieving high accuracy to minimize false positives.

Solution

Built a Machine Learning model using Logistic Regression for credit card fraud detection. Handled imbalanced data and increased iterations to 3000 to stabilize convergence. Tested on 28 randomized transactions.

Impact

Achieved ROC-AUC Score of 0.95, demonstrating high accuracy in fraud detection.

PythonMachine Learning
View on GitHub

Retail Analytics Copilot

Sep 2025 – Oct 2025

Challenge

Retail analytics requires intelligent querying of databases with natural language and providing auditable, cited answers.

Solution

Built a local AI agent for retail analytics using RAG over local documents. Generates SQL queries on Northwind SQLite database. Provides typed, auditable answers with citations. Built with DSPy and LangGraph.

Impact

Enabled natural language querying of retail data with reliable, traceable results.

PythonDSPyLangGraphSQLite
View on GitHub

Telecommunication Projects

Network infrastructure, fiber optics, and communication systems

Fiber Optic Splicing & FTTH Deployment

Problem

Deploying high-speed internet infrastructure to residential areas requires precise fiber optic connections and minimal signal loss.

Engineering Solution

Performed fusion splicing of single-mode and multi-mode fibers, implemented FTTH architecture, and optimized signal transmission paths.

Real-world Impact

Enabled high-speed broadband connectivity for thousands of households with minimal signal degradation.

Fiber OpticsFTTHFusion SplicingOTDR

IP Network Configuration (OSPF, BGP, RIP)

Problem

Large-scale networks require efficient routing protocols to ensure optimal data packet delivery and network resilience.

Engineering Solution

Configured dynamic routing protocols including OSPF for internal routing, BGP for inter-domain routing, and RIP for smaller networks. Implemented route optimization and failover mechanisms.

Real-world Impact

Improved network efficiency and reduced latency by 30% through optimized routing paths.

OSPFBGPRIPCisco IOSNetwork Simulation

GSM & Mobile Network Infrastructure

Problem

Mobile networks require robust infrastructure to handle increasing traffic loads and ensure seamless connectivity.

Engineering Solution

Maintained and optimized GSM base stations, analyzed signal strength and coverage patterns, and implemented network capacity planning.

Real-world Impact

Enhanced mobile network reliability and coverage area by 25%.

GSMBase StationsSignal AnalysisNetwork Planning

Signal Analysis & MATLAB Simulations

Problem

Understanding signal behavior and predicting network performance requires advanced mathematical modeling and simulation.

Engineering Solution

Developed MATLAB simulations for signal propagation, interference analysis, and network performance modeling. Created visualization tools for signal quality metrics.

Real-world Impact

Enabled predictive analysis of network performance, reducing troubleshooting time by 40%.

MATLABSignal ProcessingSimulationData Visualization

Certifications

Working in a Digital World: Professional Skills

IBM · Mar 2025

Mentorship & Peer CoachingAnalytical ReasoningEmotional IntelligenceConflict ResolutionInnovation ManagementDecision-Making Under PressureDesign ThinkingBusiness AcumenCross-cultural CommunicationRemote Work ProductivityTeam CollaborationTime ManagementStrategic ThinkingLateral ThinkingScenario PlanningInterpersonal & Professional CommunicationCustomer-Centric ThinkingProblem Solving & SolutioningLeadershipPresentation Design & DeliveryGrowth MindsetSystems ThinkingAgile MethodologyAdaptabilityCreative & Critical Thinking

McKinsey.org Forward Program

McKinsey & Company · Dec 2024

Mentorship & Peer CoachingAnalytical ReasoningEmotional IntelligenceConflict ResolutionInnovation ManagementDecision-Making Under PressureDesign ThinkingBusiness AcumenCross-cultural CommunicationRemote Work ProductivityTeam CollaborationTime ManagementStrategic ThinkingLateral ThinkingScenario PlanningInterpersonal & Professional CommunicationCustomer-Centric ThinkingProblem Solving & SolutioningLeadershipPresentation Design & DeliveryGrowth MindsetSystems ThinkingAgile MethodologyAdaptabilityCreative & Critical Thinking

HCIA-AI

Huawei ICT Academy-Egypt · Sep 2024

Artificial Intelligence FundamentalsMachine Learning ConceptsData Preprocessing & Feature EngineeringPython for AI & MLAI Model Development & EvaluationAI Ethics & Responsible AICloud AI & Edge Computing

Skills

Core Telecom Skills

Fiber Optics90%
IP Networking85%
OSPF/BGP/RIP88%
GSM/LTE80%
Signal Processing85%
MATLAB85%
Network Security82%

AI & Data Skills

Machine Learning88%
Deep Learning85%
NLP83%
Python90%
Data Analysis88%
Predictive Modeling85%
Data Visualization87%

Tools & Platforms

TensorFlow80%
Scikit-learn88%
Pandas/NumPy90%
Cisco IOS85%
Git85%
Docker75%
Linux85%

Soft & Leadership Skills

Leadership90%
Problem Solving92%
Communication88%
Collaboration90%
Project Management85%

Leadership & Impact

IEEE

Active Member

Contributing to technical communities, participating in conferences, and staying updated with latest industry trends.

Volunteering

Technical Mentor

Student Organizations

Mentoring students in telecommunications and data science, sharing knowledge and industry insights.

Community Contributor

Tech Communities

Active participation in tech meetups, workshops, and knowledge-sharing sessions.

Recommendations

"Malak demonstrates exceptional ability to bridge the gap between telecommunications engineering and data science, bringing innovative solutions to complex problems."

Industry Professional

"Her technical expertise combined with strong leadership skills makes her an invaluable team member and future industry leader."

Academic Advisor

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Contact

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