Alper AYDIN
Data Science Manager
I have no special talent. I am only passionately curious.
EXPERIENCE
Analytics Discipline Leader
Data Science Manager, Python Instructor
Garanti BBVA
İstanbul, Turkey
2020/10-Present
Responsible for identifying analytical requirements of enterprise line of businesses, developing and leading solutions with businesss and technology teams.
- 360 Customer View
- Account Planning
- Customer Potential Estimation
- Long-term Service Model & Product Simulations
- Root Cause Analysis
- Benchmark Analysis
- Customer Segmentation & Lifetime Value
- Customer Network Analysis
- Churn & Propensity Models
- Price Sensitivity
Data Scientist
Akbank T.A.Ş.
İstanbul, Turkey
2019/09-2020/09
- Customer Money Transfers Prediction on Mobile Banking App
- POS Logs Anomaly Detection
- Complaint Classification using NLP
- Fraudster Detection using Face Recognition
- Customer Network Analysis
Akbank Artificial Intelligence Community Founder
Akbank T.A.Ş.
İstanbul, Turkey
2018/09-2020/09
- Community Founder
- Organizing meetings and workshop events with AI vendors
- Akbank AI Lab and Organizational Structure Advisory
- Instructor on AI and Machine Learning
- AI Project Workshops
Senior Data Advisor & Data Quality Manager
Akbank T.A.Ş.
İstanbul, Turkey
2018/01-2020/09
- Data Advisor for Customer and Analytics Domains
- Data Quality Management Modeling
- Data Quality Database Modeling
- Data Quality Rule Analysis
- Root Cause analysis using Advanced Analytics
- Data Quality for AI & ML
Sales & Maketing Analytics Manager, Data Owner
Akbank T.A.Ş.
İstanbul, Turkey
2012/11-2018/01
- Enterprise Datamart design and maintenance
- ETL and Dashboard design
- SME Sales and Analytics Portal full stack development
- 3rd party data entegration (BKM, GIB)
- Next product to buy modeling
- Customer churn modeling
- Customer visit optimization using geocoding
- Credit approvement process design
- Norm optimization and demand forecasting
- Target optimization using time series and seasonality
- Price optimization, simulation application
Operations Management Manager
Akbank T.A.Ş.
Istanbul, Turkey
2008/04-2012/11
- Operations and Sales Coaching
- Norm optimization and demand forecasting
- Analytical reporting and visualization development
- Gamification design for teller sales
Earlier
Akbank T.A.Ş.
Antalya, Turkey
2004/04-2012/11
- Operations Management Manager, 2008-2012
- Administrative officer, 2005-2008
- Teller, 2004-2005
EDUCATION
MSc in Data Analytics
Sabanci Univ.,
Istanbul, Turkey
2018:2019
3.85
Projects:
- Text Mining
- Time Series Analysis
- Credit Default Prediction
- Image Processing
- Spam Classification
- Optimization
- Big Data Querying
- AI Blocks Solver
MSc in Informatics
O.D.T.U.
Ankara, Turkey
2010:2012
3.50
Projects:
- Data Mining
- Predictive Analysis
- Multithread File Transfer
- Text Mining
BA in Management
Akdeniz Unv
Antalya, Turkey
1996:2002
3.05
- Financial Accounting
- Investment Project Analysis
- Economy and Management
- Statistics
TIMELINE
SKILLS
Python
C#
R
SQL
Tensorflow
SkLearn
Keras
Pandas
Network Analysis
Web Crawling
Data Visualization
HTML
CSS
LSTM
RNN
REST
Dashboard
Data Quality
Data Governance
CERTIFICATES
- Big Data Analytics and Finance Sector Bilge Adam AcademyDec 2016
- SAS Querying and ReportingSAS TurkeyJuly 2014
HOBBIES
Piano
Guitar
Photography
Microcontrolers