Data Scientist - Mobily
AYM Commerce
مجموع سنوات الخبرة :14 years, 3 أشهر
Mobily Loaylty Program Neqaty
Leading the data team in the project to deliver diagnostic analytics for the day to day operations,
develop machine learning models for data driven decisions, deliver insights and recommendations
based on project data
Re spo n sibilit y :
-Leading the data team in the project to deliver diagnostic analytics for the day to day operations,
-Leverage Generative AI capabilities by fine-tuning LLMs for our business purpose to help
management get direct access to analytics and insights from our data warehouse
-Develop machine learning models to serve data driven decisions, deliver insights and
recommendations to management and our operations, marketing, acquisition teams.Achievements:
a. Automation of the regular daily/weekly/monthly data team tasks including reports and marketing
campaigns using Python saving 70% of the weekly data team man-hours
b. Improving the data analysis and reporting by adding necessary new insights, KPIs and KPDs to all
our regular reports
c. Developing customer lookalike model based on usage data, behavior, and demographics.
Deploying the model on SAS to give regular inferences to be used for product
Managing project control team in generating automated Power BI dashboard.
Automation of project reports using Python and integrating directly with
tracking SQL databases.
Processing and cleaning of structured and unstructured data coming from
vendors and other internal data sources
Developing machine learning classifiers for sentiment analysis, natural
language processing for both Arabic and English languages for research
purposes
Developing hierarchical classifier for diabetes community social media
interactions, identifying diabetes type, sentiment detection, emotion detection,
and purpose detection
Combining regression models with machine learning to develop sports
prediction for NFL games results, for both winner identification and score
predictions
Developing machine learning model for financial stock market analysis and
automating investment strategies, integrating with stock market APIs for
automated order placement based on investment descision
Deploying a multi-organization Blockchain network using Hyperledger Fabric
and Composer including authentication system and REST API server, for secure
private data transactions
Research and development in Federated Learning algorithms and the newest
methods in application
Integration for federated learning methods in distributed systems, and testing
on decision trees, deep learning image recognition and object detection
Successfully optimizing communication cost in Federated averaging up to 90%
saving without minimal impact on convergence target
Successfully improving privacy against probing attacks in distributed learning
systems through differential privacy
Successfully developing a machine learning model based on time-series
analysis for Vodafone's backhaul capacity per region, and providing predictions
based on each region's behavior in the past years
Correlating both transport and radio KPIs, and providing insights for deep
performance analytics
Clustering of transport network performance KPIs using various data science
techniques to provide a customized performance assessment for radio sites
behavior
Correlating data from different sources of the network to develop a smart
planning AI model optimizing performance and cost
Researching new technologies in IP backhaul routing and developing blueprints
for planning teams to follow
1. Responsible for planning and optimization of transmission access
network in upper Egypt subregion containing 500+ GSM and UMTS sites
operating with different transmission technologies (ATM/Dual Stack/Full
IP/ HDSL/Fixed Transmission)
2. Transmission capacity planning supporting radio expansions for 200+
sites in the subregion in less that 2 months
3. Planning and design of microwave links for 50+ new rollout sites in Q4-
2015 utilizing various solutions to accomodate the new site types
(Micro/Indoor/Macro/Camoflaged/...etc)
4. Planning fixed network links for enterprise customer networks operating in
PDH/SDH/Ethernet technologies
5. Project Manager for E-band links project Managing planning and implementation teams
across all regions to reach the project target in
the specified timelines
Vodafone Backhaul Evolution Project:
1. Responsible for PTN new/swap rollout projects
2. Managing vendor through executing various implementation tasks (Survey, civil works, installation, Cut-over, swap, …etc)
3. Co-ordination between vendor and our teams (Tx planning, Backhaul Planning, Mobile resource acquisition, Acceptance) through the project execution to meet the target plan
Vodafone HUB Optimization Project:
1. Planning project targets, assigning resources to meet the execution plan within the assigned budget
2. Formation of each HUB's optimization plan and procedure according to the HUB condition
3. Managing contractors throughout the implementation phase (Cut-over, re-allocation, re-wiring, dismantle)
4. Arranging with our quality control team to review the optimization plan, to achieve the project goal (Improving HUB space efficiency, power consumption, equipment functionality, and overall HUB quality condition)
o Responsible for equipment delivery from E2E for a contract containing several product types (BTS, NodeB, OSS, Microwave Links, BSC, RNC, Power & other trial products)
o Arranging the manufacturing & shipping plans with our supply centers to meet the customer requested dates according to the implementation plan
o Monitoring & approving all equipment outbound to sites, & tracking all abnormal transfer of equipment (eg. Return, Faulty equipment, stolen, …etc)
o Monitoring & tracking all related contract document cycles from shipping documents, custom clearance documents, Invoices, bank LCs, acceptance & payment documents; to ensure the smooth transfer of these documents between approval cycles
o Followup on various rollout teams, ensuring the delivery & installation & acceptance process are going according to plan. Collecting from the rollout managers the delay reasons on a weekly basis, & working on improving them
o Responsible for tracking all contract equipment until they are accepted by customer, revenue recognized, title & risk transferred
Responsible for executing several rollout commissioning tasks such as: Integrating new 2G or 3G (WCDMA/UMTS900) sites to the network, Sector expansions, Carrier addition 2G & 3G, E1 Expansions, Site re-engineering, Switching transmission modes (IP/ATM/Dual Stack/TDM)
Early involvement project manager, HUAWEI Technologies Co., Delivery & Service department, Vodafone Site Monitoring Project
o Managing the project throughout the initiation phase, starting from bidding till project kickoff
o Designing the project’s master plan, through the designated time frame, including the WBS, financial plan, delivery plan, outsourcing requirements & human resource planning
o Arranging between customer’s technical requirements & 3rd party supplier to meet these requirements
o Ensuring the deliverability of the project & preparing the SLA & Acceptance criteria for customer through implementing trial pilot sites & testing them
o Handling the subcontractor bidding phase, preparing the technical documents needed, & negotiating with the final winners for best target pricing & maximizing profitability
Project Manager, HUAWEI Technologies Co., Delivery & Service department, Vodafone DWDM Trial Project
o Planning the delivery & installation for the equipment
o Introducing a new technology & equipment to the customers network
o Executing the required tests & trials for the new equipment
o Delivering the project successfully till the end, & achieving great customer satisfaction, which opens a new opportunity for a major project in Vodafone account
Plan Control Manager, Delivery & Service department, Vodafone Network Rollout, New Sites Project.
Highlights:
Receiving outstanding employee of the month award for February-2011
Responsibilities:
o Planning new sites installation for 2G, 3G rollout, 3G added and UMTS900 sites
o Responsible for executing project master plan, meeting the monthly/quarterly/yearly targets
o Control over the project cost, resource & labor hour consumption
o Responsible for the project revenue flow, meeting a massive target with an average of 1Million USD/month
o Planning & delivering the equipment flow for the whole project including New 2G sites, WCDMA expansions, GSM expansions, LTE trials, BSC & RNC upgrades
o Responsible for the co-ordination between Supply chain dept. & the project delivery team for all the equipment from shipping date, till delivery to site
o Preparing the material requests for sites according to customer’s requested solution and configuration
o Arranging teams to execute the installation actions
o Following and troubleshooting the delivery and installation process until sites are ready for integration
Nokia Care higher level maintenance for Nokia warranty cell phones.
