# Engineering & Data Science

Radio Network Planning & Optimization Engineer
Powered by AI & Automation

With 15 years of experience in GSM/UMTS/LTE networks, I maximize operational efficiency and customer experience. I specialize in bridging the gap between traditional RF Engineering and modern Data Science, using Python, Machine Learning, and Automation to solve complex network challenges that standard tools can’t handle.

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Network Planning & Optimization

End-to-end GSM/UMTS/LTE planning and optimization. Expert in Atoll, TEMS, and maximizing spectral efficiency for high-density clusters.

Machine Learning & AI

Developing traffic forecasting models using Scikit-learn and Python to predict capacity needs and drive data-based investment strategies.

Intelligent Automation

Architecting Python pipelines to automate KPI reporting, streamline complex workflows, and eliminate manual analysis errors.

Operational Excellence

Leading cross-functional teams to ensure superior network reliability, strict SLA compliance, and rapid resolution of VIP customer issues.

# Professional Bio

I am a Radio Network Planning & Optimization Expert with 15 years of experience across GSM, UMTS, and LTE networks. Unlike traditional engineers, I combine deep technical mastery of RF tools (Atoll, TEMS, Actix) with advanced Data Science skills.

I specialize in building Python automation pipelines and Machine Learning models to predict network capacity, eliminate manual analysis, and maximize customer satisfaction. My goal is to transform raw network data into strategic investment decisions.

Email:

info@hamzaaydin.tr

Phone:

+1 1234567890

Location:

Istanbul, Turkey

15+

Years Experience

Major Operators

12+

AI Certifications

100%

SLA Compliance

# Work Experience

Leading regional RF planning for GSM/UMTS/LTE. Developed a Machine Learning-based traffic forecasting model (Scikit-learn) and established a centralized Python automation pipeline for remote site auditing.

Türk Telekom

2020-present

Senior RF Planning & Optimization Engineer

Vodafone Turkey

2018-2020

RF Planning & Optimization Senior Specialist

Managed network-wide LTE 4×4 MIMO rollout and led RF planning for high-density districts (Kadıköy, Maltepe). Engineered advanced SQL queries for Huawei iSStar to audit inventory accuracy.

Nokia Solution Networks

2015-2018

NPO Engineer / Team Lead

Led RF and Transmission engineering teams for the Black Sea Region. Directed cluster-based optimization using NetAct and Atoll to ensure service continuity during mass events.

# Professional Skillset

Radio Network Engineering

Atoll • Actix Analyzer • TEMS • MapInfo • SwissQual • Huawei M2000/U2000 • PRS • iManager • iSStar • Smartcare CEM •
Nokia NetAct • Optima • Eden-Net

Data Science & Machine Learning

Python • Pandas • NumPy • Scikit-Learn • TensorFlow • Keras • Feature Engineering • Forecasting •
Data Visualization • End-to-End ETL Pipelines

Software Development & Automation

Python Automation • Bash & Cron Jobs • Linux CLI • SQL • API Development • SAP BO Automation •
Custom Tooling • Geo-Data Processing (KMZ/KML)

Cloud & DevOps

Docker • Git/GitHub • VPS/EC2 Management • SSH/SFTP Pipelines • Linux Systems • Lightweight Server Deployment

# Featured Projects

I don’t just plan networks; I build the tools to optimize them. Here are a few examples of how I apply Machine Learning and Python automation to solve real-world Telecom challenges.