Turning Ideas
into ML Products.
About
Data Scientist
I am working as a Senior Data Scientist at Continental AG Germany. Currently, I am the product owner of Demand Forecasting Platform for Supply chain management. I am leading the development of this platform which includes adding new data sources, adding new machine learning models, feature engineering etc.
I personally like to work in an entrepreneurial environment with the freedom of working on new ideas which has potential to create new business and significant impact on society. In Germany, I do not see that kind of mindset especially in major companies but you think you are different then I will be happy to have a chat.
Being inspired from TED, I also organise TEDx events at TEDxHannover in the beautiful city of Hannover.
Current Focus: Demand Forecasting | Fraud Analytics | Deep Learning | Predictive Analytics | Rapid Prototyping for ML Applications
Experience
Demand Forecasting in Supply Chain Management
- Explorative Data Analysis
- Feature Engineering
- Machine Learning
- Deep Learning
- Data Visualisation
- Predictive Analytics
Project Experience
European Finance Authority
- Predictive Analytics
- ML models for Probability of Default prediction for loans
- Prototyping in Python, Implementierung in Hive/Impala, Scala & Spark
- Anomaly Detection
- Detection of abnormal data records in AnaCredit dataset
- Web App with Python, Flask, Bootstrap & Docker
- Development of a user guide for Cloudera Data Science Workbench (CDSW) with relevant example models
- Design and implementation of example scenarios
- Implementation in Python and PySpark
Large Automotive Company
- Search Engine Development (NLP)
- Search engine for RfQ Documents
- Webapp mit Python, Docker, Solr Backend
Large Automotive Company
- Robotic Process Automation
- Developing Python robots to automate the travel management processes
Large Retail Company
- Demand Forecasting
- Building statistical models to forecast per product demand for a given store
Internal Showcases
- Data Science Platform
- Developed a platform to host Data Science or Machine Learning use cases
- Fraud Analytics
- Developed a Web application (Dashboard) to detect frauds in financial datasets
- Travel Recommender
- Developed a web application which recommends travel destination to travelers
- Search Engine (Document Classifier)
- Developed a web application which allows to search through unstructured documents (pdf, xls, doc, ppt etc.)
- Demand Forecasting Tool
- Developed a web application which integrates demand forecasting models and allows to forecast daily sales for a given store
Activities
- Explorative Data Analysis
- Feature Engineering
- Data stream Mining
- Machine Learning
- Data Visualisation
- Predictive Analytics
- Anomaly Detection
Projects (Electronic Invoicing)
- Virtual Printer
- BT Server (Basware Transaction)
- FES (Free Email Service)
- CertiPost
Activities
- Error Analysis in FinTech-Datasets (Data Formats: MRT, EDIFACT / UN, XML etc.)
- Providing solutions for smooth end-to-end data delivery
- Regular Expressions for System Automation
Twitter Data Analytics for Event Adaptation
- Role: Requirements analysis, Implementation
- Tools: Flask, Elastic Search, Kibana, Twitter API
- Languages: Python, HTML+CSS(Bootstrap), SQL
Web-Development- Contract Management System
- Role: Team Lead, Front-end Designer, Back-end integration
- Tools: Django, PostgreSQL, PyCharm
- Languages: Python 2.7, HTML+CSS(Bootstrap), SQL
Area and distance calculation of map objects (parking lots, roads, etc.)
- Role: Requirements analysis, Implementation
- Tools: OpenGIS, PostGIS, PostgreSQL
- Languages: Python, SQL
Projects
A web platform to accomodate and facilitate all the data science related tools and techniques.
- PostgreSQL+Flask backend
- Material Design Lite frontend
- User Authentication via Flask Login
A web app developed to detect frauds in financial datasets.
- PostgreSQL+Flask backend
- Material Design Lite frontend
- User Authentication via Flask Login
A search engine which indexes any kind of unstructured files (.doc, .xls, .pdf, .html, .xml) and enable search on these files
- Apache Solr+Flask backend
- Material Design Lite frontend
- Allow indexing mutliple corpuses saparately
- Visualize statistical Analysis of results
- Allows results to be exported as a report
A web app to forecast daily per product demand for a given store.
- PostgreSQL+Flask backend
- Material Design Lite frontend
- User Authentication via Flask Login
A web app for recommeding travel destinations to the travelers.
- Apache Solr+Flask backend
- Materialize CSS frontend
- User Authentication via Flask Login
- Display Maps, Top things to do, Weather information for recommended cities
An IoT based GoPro plugin
- Built with Arduino microcontrollers
- Detects motion in 6 degree of freedom
- Trigger GoPro Camera when an action is detected
- Was part of a startup, I co-founded
Skills
Data Science & Machine Learning
Python
Pandas
Tensorflow
Keras
Scikit-Learn
GithubData Visualization
Matplotlib
Plotly
Highcharts
Seaborn
TableauBig Data
Google Cloud
Docker
Apache Spark
Apache Hive
Cloudera Impala
Hadoop HDFSHTML
HTML5
Jinja2
XMLCSS
CSS3
Material Design
Bootstrap
MaterializeJavascript
VueJS
Javascript
jQueryBack-End
Python
SQL
PostgreSQL
MongoDB
Webpack
WordpressInternet of Things (IoT)
Arduino Uno/Yun/Mini Pro
Raspberry PiOthers
Apache Solr
Elastic Search
Kibana
ScilabAwards
BMBF, Leibniz Universität | October 2015
- The Deutschlandstipendium (German Scholarship) supports highly talented students at all participating universities in Germany. Universities in cooperation with Federal government provides 300 EUR a month.
Microsoft | June 2016
- Participated in the Internet-of-Things 48-hours Hackathon by Micorosft. We developed a sensor box which measures the environment data e.g. weather and display on a dashboard.
European Commission | April 2015
- European commission sponsored this program to promote entrepreneurship among young students. We found a startup called SensePro and won 2nd prize in the startup pitch competiton.
UP Technical University | April 2013
- An Inter-college tech festival and I participated in competitions on Web designing and System Hacking. I have been awarded 1st and 2nd prize respectively in both the competitons.