Data science, machine learning, natural language process, data visualization, cloud computing, software development, project management
Aktualisiert am 28.02.2024
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 22.04.2024
Verfügbar zu: 100%
davon vor Ort: 10%
Datenanalyse
Machine Learning as a Service
Cloud
AWS
Microsoft Azure
Google Cloud Vision API
Amazon Web Service
DevOps
Apache Spark
Apache Hadoop
D3.js
Dashboard
Google Analytics
TensorFlow
Qt
D3 JavaScript
Java 2 SE
Hive
Postgres
Postgre-SQL
Git
GitHub
Confluence
English
Fluent/C1, TOEFL
German
B2
Persian
Muttersprache

Einsatzorte

Einsatzorte

Frankfurt am Main (+200km) München (+200km) Stuttgart (+200km) Düsseldorf (+200km) Berlin (+200km) Hamburg (+200km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

10 Monate
2023-05 - heute

Data analytics & visualization in the mining industry

Senior Data Visualization & Analytics Consultant - Power BI
Senior Data Visualization & Analytics Consultant - Power BI
  • Development of data analytics dashboards using Power BI
  • Automation of ETL pipelines using for dashboards and reports
SQL Power BI Power Query Data Modeling Python Azure Sharepoint
Global Mining Company
1 Jahr 1 Monat
2022-07 - 2023-07

NLP & Semantic Analytics Project

Lead Data Scientist & NLP Engineer Python Java Elasticsearch ...
Lead Data Scientist & NLP Engineer
  • Design, architecture, and development of a semantic search solution based on NLP and artificial intelligence for pharmaceutical industry
  • Design & development of a systemized approach for evaluation of performance of text clustering solutions
  • Conducting requirements engineering and ideation workshops with business and technical stakeholders
  • Leading a team of 3+ data scientists on development of an enterprise machine learning solution for semantic search
Python Java Elasticsearch Kibana Hugging Face transformers BERT GPT-3 PyTorch Gensim Word2vec Deeplearning4J Approximate nearest neighbor search HDBscan clustering FastAPI Maven Eclipse Bit-bucket Weka Large Language Models (LLM) Generative AI ChatGPT PaLM 2 Bard Vertex AI Generative AI Studio Transformers DBCV Docker CI/CD Github Actions Confluence Bitbucket
Global Pharmaceutical Company
Frankfurt am Main
8 Monate
2021-11 - 2022-06

Design & Architecture of MLops framework

Lead MLOps Engineer
Lead MLOps Engineer
  • End-to-end Deployment of ML models in production environment using a self-developed MLOps framework
  • Design & architecture of a cloud-based MLOps framework optimizing for automation of machine learning workflows, integration with enterprise data lakes, user-friendliness, and security
  • Conducting requirements engineering and stakeholder management for the strategic planning of long-term IT initiatives
  • Leading of a team of data scientists, data engineers, and DevOps engineers for development of enterprise MLOps framework
AWS Python Machine Learning DevOps AWS (Sagemaker Lambda Code Build Code Deploy Eventbridge Cloud Formation) CI/CD Airflow MLFlow Jira Confluence
Global Pharmaceutical & Biotech Company, Germany
Switzerland
1 Jahr
2021-04 - 2022-03

Machine Learning use cases in Energy & Mobility Industry (Predictive Maintenance)

Lead Data Scientist & Data Engineer Python Microsoft Azure AWS ...
Lead Data Scientist & Data Engineer
  • Development of machine learning-based predictive maintenance use case with time-series forecasting based on IoT data on AWS cloud infrastructure
  • Development & deployment of a streaming ETL pipeline for IoT sensor data used for data visualization and machine learning based on AWS infrastructure
  • Conducting visual analytics activities on big data from maintenance & sales capabilities using Power BI, Plotly and Python
  • Definition of reference cloud architecture for predictive analytics use cases in AWS
Cloud Computing Data Warehousing Continuous Integration Big Data Big Data Analytics Machine Learning as a Service Solution Architect
Python Microsoft Azure AWS Tableau Power BI Azure Synapse Azure Data Factory Azure Blob Azure Kuber-netes Service Azure Data Lake Storage AWS Sagemaker AWS Glue AWS Dyna-moDB AWS Athena AWS S3 Machine Learning XGBoost MLOps CI/CD AWS (Sagemaker Lambda Glue RDS DynamoDB Athena S3 EC2 ECS Fargate Cloud9) Plotly MySQL
Global Energy Company
Frankfurt am Main, Germany
6 Monate
2021-07 - 2021-12

Development of Big Data Platform

Senior Data Engineer Python Docker Pytest ...
Senior Data Engineer
  • Development of big data pipelines on top of AWS infrastructure for high-dimensional data
AWS (EC2; S3; Parameter Store)
Python Docker Pytest CI/CD Bitbucket XArray Dask Unit testing Xarray AWS (EC2 S3 Parameter Store) Jira Confluence
Global Chemical Company, United States
Frankfurt am Main, Germany
7 Monate
2021-05 - 2021-11

Development of dynamic pricing solution

Lead Data Scientist & Cloud Data Architect Python Machine Learning Migration ...
Lead Data Scientist & Cloud Data Architect
  • Design & architecture of data warehousing solutions in Azure Synapse
  • Development & deployment of dynamic pricing solution in Azure cloud infrastructure
  • Conducting data migration from on premise to Azure Synapse environment
Tableau Azure Apache Spark Python
Python Machine Learning Migration Data Scientist Cloud Computing Azure Synapse Snowflake Azure Data Factory Azure Blob Azure Kubernetes Service Azure Data Lake Storage AzCopy Pyspark Databricks Tableau K-means Clustering MLOps CI/CD
Global Transportation & Mobility Company, Germany
2 Jahre
2019-05 - 2021-04

Development of HR-Tech solution based on AI

Lead Data Scientist & NLP Engineer Python Scala SpaCy ...
Lead Data Scientist & NLP Engineer
  • Development of MVP of a HR-tech solution for automated sourcing & screening of talents using NLP based on unstructured data.
  • Management and Analysis of Marketing Campaigns
Natural Language Processing Machine Learning as a Service Microsoft Azure
Python Scala SpaCy MongoDB D3.js JavaScript MapReduce Spark Databricks CI/CD NLTK MariaDB D3.JS Ja-vascript Snowflake MLOps
HR-tech Startup, Frankfurt, Germany
Frankfurt am Main
4 Monate
2020-09 - 2020-12

Data Strategy & Architecture in Procurement

Lead Data Strategy & Architecture Consultant Data Strategy Data Architecture Requirements Analysis ...
Lead Data Strategy & Architecture Consultant
  • Leading the data strategy & architecture initiative to conduct health check and identifying the functional and process gaps in the client?s big data infrastructure.
  • Requirement engineering and conducting stakeholder interviews multiple interviews and workshops with 25+ stakeholders across the organization.
  • Conducting gap analysis and defining the long-term big data strategy roadmap.
  • Definition and prioritization of actionable recommendations for the client?s digital transformation strategy including predictive analytics use cases.
Data Strategy Data Architecture Requirements Analysis Requirements Engineering Big Data Analytics Master Data Management BI SAP SAP BW SAP ERP SAP 4Hana Tableau SAP Master Data SAP Master Data Management Master Data Procurement SAP Supply Chain Management Supply Chain Analytics
Global Biotech Company, Germany
Göttingen
8 Monate
2019-10 - 2020-05

Data & NLP Engineering

Senior Data Scientist & NLP Engineer Python Java Apache Spark ...
Senior Data Scientist & NLP Engineer
  • Managed a team of 5+ data scientists, data engineers, NLP practitioners, and annotators.

  • Architecture & implementation of big data analytics pipeline deploying natural language processing models and integrating cloud analytics pipelines (including AWS) with existing big data infrastructure of the client

  • Involved in solution & big data architecture, product management, user experience design, business analysis, and project management tasks.

  • Developing an end-to-end visual analytics dashboard for semantic analytics use case.

Python Java Apache Spark Apache Hadoop Docker Amazon Web Service Amazon Elastic Compute Cloud Amazon EC2 Microsoft Azure Google Cloud Platform REST API Apache Solr PostgreSQL Web scrapping Pordigy Spacy Tensorflow Keras PyTorch D3.js D3 JavaScript Highcharts Jenkins Scrum JIRA Confluence Bitbucket Sentiment analysis Solution architecture Big Data Analytics Big data pipelines Text analytics Knowledge Engineering Annotation Semi-supervised learning Scala HDFS Kafka AWS Azure Google Cloud RESTful API PosgreSQL Dexi.io Prodigy pyTorch D3.JS PyCharm Jira Databricks Google Cloud
Global Pharmaceutical Company, Ingelheim am Rhein, Germany
Ingelheim am Rhein
1 Monat
2019-10 - 2019-10

Design & architecture of algorithmic trading platform

Senior Data Scientist & Solution architect Algorithmic Trading Time-series modeling Business Anlaysis
Senior Data Scientist & Solution architect
Algorithmic Trading Time-series modeling Business Anlaysis
European energy company (Through Publicis Sapient)
Frankfurt am Main
4 Monate
2019-07 - 2019-10

Advanced analytics dashboard for marketing mix modeling and demand forecasting

Senior Data Science & AI Consultant Python Azure Microsoft Azure ...
Senior Data Science & AI Consultant
  • Advanced analytics dashboard for marketing mix modeling and demand forecasting for global automotive company: developing an end-to-end visual analytics dashboard for demand forecasting (time-series forecasting), monitoring and prediction of key KPIs in a performance marketing campaign using time series analysis. Technologies Used: Python, XGBoost, Azure (Data Lake Storage, Azure Data Factory, SQL DB, App Service), Plotly/Dash, Jira, Confluence

  • Development and maintenance of marketing analytics dashboard for global automotive company using Tableau and PowerBI.

  • Business analysis in designing of algorithmic trading platform for European energy company

  • Business Analysis for industry trends and AI & analytics use cases in cloud computing

Microsoft Visual Studio Jupyter notebook
Python Azure Microsoft Azure Dashboard Dash JIRA Confluence PostgreSQL Time-series forecasting Demand forecasting Genetic Algorithms
Publicis Sapient, Frankfurt, Germany
Turin, Italy
3 Monate
2019-07 - 2019-09

Develpoment and maintenance of marketing analytics dashboard

Senior Data Visualization & Analytics Specialist Tableau PowerBI
Senior Data Visualization & Analytics Specialist
Tableau PowerBI
Global automotive company
Frankfurt am Main
2 Monate
2019-03 - 2019-04

Business analysis for big data analytics use cases across aviation industry

Business Analyst - AI & Data Science in Aviation Industry Business Analysis Business Development Advanced Analytics
Business Analyst - AI & Data Science in Aviation Industry
  • Business analysis
  • Use case definition
  • Solution design
  • Business development
Business Analysis Business Development Advanced Analytics
Global airline company (Through Accenture)
Frankfurt am Main
3 Monate
2019-02 - 2019-04

Development of financial analytics dashboard

Data Scientist - Financial Anlaytics R Shiny Time-series forecasting Financial analytics
Data Scientist - Financial Anlaytics

  • Developing a finance dashboard for the visualization of historical trends along with forecasted trends of economic KPIs

R Shiny Time-series forecasting Financial analytics
European financial institution
Frankfurt am Main
4 Monate
2019-01 - 2019-04

Development of human resources analytics platform

Data Scientist & NLP Engineer Python ETL PostgreSQL ...
Data Scientist & NLP Engineer

  • Human resources analytics for global information technology services company: Developing analytics-driven capabilities for ranking of candidates in talent search engine based on natural language processing

Python ETL PostgreSQL REST API Flask Software Architecture Azure (Data Factory Data Lake/Blob storage SQL DB Cosmos DB Cognitive Services App Service Azure Functions) SQL Restful API Machine Learning
Global IT Services Company
Frankfurt am Main
1 Jahr
2018-05 - 2019-04

Merchandising intelligence

Data Science & AI Consultant
Data Science & AI Consultant
  • Merchandising intelligence for international airline company: developing advanced analytics dashboard for driving customer analytics (pricing analytics) for the aviation client using big data, visual analytics and machine learning technologies: Tableau, Python, R, Machine Learning, SQL, Hive, Hue.

  • Human resources analytics for global information technology services company: Developing analytics-driven capabilities for ranking of candidates in talent search engine based on natural language processing: Azure Data Factory, Data Lake/Blob storage, SQL DB, Cosmos DB, Cognitive Services, App Service, Azure Functions), Python, ETL, SQL, Restful API, Flask, Machine Learning

  • Financial analytics for European financial institution: developing a finance dashboard for the visualization of historical trends along with forecasted trends of economic KPIs: R Shiny, Machine Learning, XGBoost, Arima

  • Big data architecture planning for global pharmaceutical company: strategic planning, big data architecture, project management.

  • Business analysis for RfP response preparation for an innovative data & AI project with global transportation company (winning-bid)

  • Business analysis and use case identification for global aviation company

  • Business analysis for industry assessment of the digital transformation maturity of Swiss companies

Accenture
Kronberg
5 Monate
2018-09 - 2019-01

Customer analytics dashboard for Merchandising intelligence use case

Data Scientist Tableau Python R ...
Data Scientist

  • Merchandising intelligence for international airline company: developing advanced analytics dashboard for driving customer analytics (pricing analytics) for the aviation client using big data, visual analytics and machine learning technologies

Tableau Python R PostgreSQL Hive Clustering Business Analytics Machine Learning SQL Hue
Global airline
Nice, France
2 Monate
2018-07 - 2018-08

Business analysis for analytics use cases across transportation industry

Business Analyst - AI & Data Science
Business Analyst - AI & Data Science
  • Business analysis
  • Use case definition
  • Business development
  • Solution design with machine learning
European Railway Company
Frankfurt am Main
2 Monate
2018-06 - 2018-07

Big data architecture planning

Business Analyst - Big Data Architecture Big data architecture Strategic planning agile Project Management ...
Business Analyst - Big Data Architecture

  • Big data architecture planning for global pharmaceutical company: strategic planning, big data architecture, project management.

Big data architecture Strategic planning agile Project Management Management consulting Strategy Consulting
Global pharmaceutical company
Leverkusen
3 Jahre 3 Monate
2015-02 - 2018-04

Predictive modeling of consumer behavior

Machine Learning Scientist (Ph.D.) and Associate Lecturer Python Scikit-learn Matplotlib ...
Machine Learning Scientist (Ph.D.) and Associate Lecturer
  • Predictive modeling of consumer behavior: conducting two large-scale research studies concerned with predictive modeling of human decision making (consumer behavior) based on tracking the visual input. Activities involve: machine learning algorithm development, exploratory data analysis, statistical modeling, data visualization, big data acquisition and data preparation. 

  • Managed a team of 5 scientific staff for acquisition of big data (~100,000 entries) from more than 120 participants in consumer behavior study.

  • Strong presentation skills with expertise in training over 150 university students for programming, statistical thinking, data-driven approach.

Python Scikit-learn Matplotlib seaborn eye tracking self-developed advanced machine learning algorithms approximate inference MATLAB
Technische Universität Dresden
Dresden
7 Monate
2016-11 - 2017-05

Advanced analytics for innovative recruitment platform

Data Scientist and Natural Language Processing Engineer Python NLTK pyQT ...
Data Scientist and Natural Language Processing Engineer
  • Advanced analytics for innovative recruitment platform: assisting the company to generate actionable insights for clients as well as developing an advanced analytics dashboard for extraction, integration, and visualization of data from internal and external sources. 

  • Used natural language processing and web analytics. 

Python NLTK pyQT Google Analytics Google Cloud Platform MongoDB.
Whyapply
Leipzig
3 Monate
2016-07 - 2016-09

Automated data pipelines for data-driven B2B sales and lead-generation

Data Engineer (Part-time) Python PostgreSQL NLTK ...
Data Engineer (Part-time)
  • Automated ETL pipelines for data-driven B2B sales and lead-generation: built an integrated data pipe-line for extracting, integrating, cleaning, and aggregating, and visualizing insights from a big data-set of 270 million entries. 

Python PostgreSQL NLTK regex matplotlib
The SaaS Company, Berlin, Germany
2 Jahre 1 Monat
2012-11 - 2014-11

Virtual reality software for movement rehabilitation

VR Technology Specialist & Data Analyst C++ MATLAB ECG ...
VR Technology Specialist & Data Analyst
  • Virtual reality software for movement rehabilitation: developed a virtual reality software providing real-time feedback to users for specific hand movement exercises using computer animation, machine learning, motion capture technologies like: C++, Ogre3D, Libsvm, MATLAB, data glove.

  • Data analysis and data acquisition for robotics and virtual reality projects: conducting data acquisition and data preparation for large scale EU projects concerning robotics using virtual reality and motion capture technologies like: Adobe Motion builder, Vicon Nexus, Ogre3D.

  • Software framework for real-time analysis of human physiological data: de-veloping a software framework for real-time tracking and visualization of human physiological data using ECG. 

  • Automated data pipeline for tracking and visualization of hand movements: virtual reality framework applied in movement rehabilitation. 

C++ MATLAB ECG signal processing Ogre3d TCP/IP
University-Clinic Tübingen
Tübingen
9 Monate
2013-03 - 2013-11

Developing software frameworks in machine learning

Machine Learning Researcher Python Matlab optimization algorithms ...
Machine Learning Researcher
  • Developing software frameworks in machine learning and human-computer interaction in 2 research projects
Python Matlab optimization algorithms neural networks
Max Planck Institute Tübingen
10 Monate
2012-03 - 2012-12

Web & Enterprise Software Development

IT Consultant
IT Consultant
  • Identification of client requirements for preparation RfP responses for large corporate clients leading to winning bids in 3 large-scale enterprise software projects

  • Driving business development activities like preparing RfP responses, closing international partnerships, client and partner negotiation, and content marketing. 

Sooren System Sharif Ltd.

Aus- und Weiterbildung

Aus- und Weiterbildung

2 Jahre 2 Monate
2012-10 - 2014-11

Neural Information Processing

M.Sc., Eberhard Karls Universität Tübingen
M.Sc.
Eberhard Karls Universität Tübingen
1 Monat
2007-10 - 2007-10

Information Technology

B.Sc., Sharif University of Technology
B.Sc.
Sharif University of Technology

Position

Position

Contract roles in:

  • Data Science
  • Machine Learning & Artificial Intelligence
  • Natural Language Processing
  • Data Visualization
  • Cloud Technologies
  • Software Development
  • Business Analysis
  • Project Management
  • 100% Mobility within Germany
  • Remote positions are on-demand

Kompetenzen

Kompetenzen

Top-Skills

Datenanalyse Machine Learning as a Service Cloud AWS Microsoft Azure Google Cloud Vision API Amazon Web Service DevOps Apache Spark Apache Hadoop D3.js Dashboard Google Analytics TensorFlow Qt D3 JavaScript Java 2 SE Hive Postgres Postgre-SQL Git GitHub Confluence

Aufgabenbereiche

Business Analysis
Data Science
Project Managment
Software Development
Solution Architecture

Produkte / Standards / Erfahrungen / Methoden

Advanced Analytics
Algorithmic Trading
Amazon
EC2, Elastic Compute Cloud, Web Service
BI SAP
Big data architecture
Big data pipelines
Business Analysis
Business Analytics
Clustering
Dashboard
Data Strategy
Demand forecasting
ETL
Financial analytics
Genetic Algorithms
Jupyter notebook
Knowledge Engineering
Management consulting
Microsoft Visual Studio
Pordigy
Procurement
Requirements Analysis
Requirements Engineering
REST API
SAP 4Hana
SAP BW
SAP ERP
SAP Master Data
SAP Master Data Management
SAP Supply Chain Management
Semi-supervised learning
Software Architecture
Strategic planning
Strategy Consulting
Supply Chain Analytics
Text analytics
Time-series forecasting
Time-series modeling
Web scrapping

Software Skills:

  • Big Data: Spark, Hadoop, MapReduce, Kafka, Hive, Hue, Impala, Solr, Sqoop, Drill, Presto, Dask

  • Cloud: Azure (CLI, Azure DevOps, Data Lake/Blob Storage, Data Factory, Databricks, Polybase, Synapse Analytics, SQL DB, Cosmos DB, MLStudio, Cognitive Services, Data Studio, App Service, Container Service, Kubernetes Service, Azure Functions), AWS (IAM, CLI, S3, RDS, DynamoDB, Glue, Athena, Lambda,  EMR, Sagemaker, Comprehend, Quicksight, Parameter Store, Cloud Formation, CloudWatch, EventBridge), Google Cloud (Natural Language, Vision), Databricks, Snowflake, Zeppelin

  • Machine Learning: SKlearn, Tensorflow, Keras, Spark ML, pyTorch, DL4J, XGBoost, CNN, LSTM, BERT, ULMFitDevOps: Docker, Kubernetes, Jenkins, CI/CD

  • MLOps: AWS Sagemaker, Azure Machine Learning, Apache Airflow, MLFlow

  • DevOps: Docker, Kubernetes, Jenkins, CI/CD

  • Data Visualization: PowerBI, Tableau, R Shiny, Quicksight, Seaborn, Google Analytics

  • Natural Language Processing: SpaCy, NLTK, SparkNLP, Gensim, CoreNLP, Textblob, Regex, AWS Comprehend

  • Frontend: D3.JS, Plotly, Bubble, HighCharts, pyQt, Javascript, jQuery, CSS, HTML

  • Software Engineering: Pytest, Unittest, Flask, Restful API, Swagger, JSON, Postman, TCP/IP

  • Version control: Git, Github, Gitlab, Bitbucket

  • Project management: Scrum, Confluence, Jira

  • Editors: PyCharm, VS Code, Jupyter, IntelliJ, Atom, Eclipse


Professional Summary:

  • Experienced big data analytics consultant with entrepreneurial mindset advising global corporations on data science, big data engineering and data architecture.

  • Innovative data expert with 10+ years of project experience in architecture, implementation, and deployment of big data & analytics solutions in business environments resulting 10+ software platforms, 10 publications, and over 5 million dollars in company revenues.

  • Highly detail-oriented data scientist & engineer leveraging domain knowledge, data analytics, effective communication, and data story-telling skills to generate actionable business insights across finance, aviation, automotive, life sciences & pharmaceutical, sales and marketing, and human resources industries.

Betriebssysteme

Windows
Linux

Programmiersprachen

C++
Flask
Java
Javascript
Matlab
Python
R
Scala
C#

Datenbanken

Apache Solr
Data Architecture
MariaDB
MongoDB
MySQL
PostgreSQL
T-SQL
Cassandra
Hbase
Solr

Datenkommunikation

D3 JS
Dash
Highcharts
PowerBI
R Shiny
Tableau

Managementerfahrung in Unternehmen

B2B Sales
Business Anlaysis
Business Development
Product Management
Project Managment

Branchen

Branchen

  • Pharmaceutical
  • Human Resources
  • Life sciences
  • Biotech
  • Energy
  • Medical Technology
  • Aviation
  • Marketing
  • Finance
  • Insurance
  • Automotive
  • Transportation
  • Startups
  • Research

Einsatzorte

Einsatzorte

Frankfurt am Main (+200km) München (+200km) Stuttgart (+200km) Düsseldorf (+200km) Berlin (+200km) Hamburg (+200km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

10 Monate
2023-05 - heute

Data analytics & visualization in the mining industry

Senior Data Visualization & Analytics Consultant - Power BI
Senior Data Visualization & Analytics Consultant - Power BI
  • Development of data analytics dashboards using Power BI
  • Automation of ETL pipelines using for dashboards and reports
SQL Power BI Power Query Data Modeling Python Azure Sharepoint
Global Mining Company
1 Jahr 1 Monat
2022-07 - 2023-07

NLP & Semantic Analytics Project

Lead Data Scientist & NLP Engineer Python Java Elasticsearch ...
Lead Data Scientist & NLP Engineer
  • Design, architecture, and development of a semantic search solution based on NLP and artificial intelligence for pharmaceutical industry
  • Design & development of a systemized approach for evaluation of performance of text clustering solutions
  • Conducting requirements engineering and ideation workshops with business and technical stakeholders
  • Leading a team of 3+ data scientists on development of an enterprise machine learning solution for semantic search
Python Java Elasticsearch Kibana Hugging Face transformers BERT GPT-3 PyTorch Gensim Word2vec Deeplearning4J Approximate nearest neighbor search HDBscan clustering FastAPI Maven Eclipse Bit-bucket Weka Large Language Models (LLM) Generative AI ChatGPT PaLM 2 Bard Vertex AI Generative AI Studio Transformers DBCV Docker CI/CD Github Actions Confluence Bitbucket
Global Pharmaceutical Company
Frankfurt am Main
8 Monate
2021-11 - 2022-06

Design & Architecture of MLops framework

Lead MLOps Engineer
Lead MLOps Engineer
  • End-to-end Deployment of ML models in production environment using a self-developed MLOps framework
  • Design & architecture of a cloud-based MLOps framework optimizing for automation of machine learning workflows, integration with enterprise data lakes, user-friendliness, and security
  • Conducting requirements engineering and stakeholder management for the strategic planning of long-term IT initiatives
  • Leading of a team of data scientists, data engineers, and DevOps engineers for development of enterprise MLOps framework
AWS Python Machine Learning DevOps AWS (Sagemaker Lambda Code Build Code Deploy Eventbridge Cloud Formation) CI/CD Airflow MLFlow Jira Confluence
Global Pharmaceutical & Biotech Company, Germany
Switzerland
1 Jahr
2021-04 - 2022-03

Machine Learning use cases in Energy & Mobility Industry (Predictive Maintenance)

Lead Data Scientist & Data Engineer Python Microsoft Azure AWS ...
Lead Data Scientist & Data Engineer
  • Development of machine learning-based predictive maintenance use case with time-series forecasting based on IoT data on AWS cloud infrastructure
  • Development & deployment of a streaming ETL pipeline for IoT sensor data used for data visualization and machine learning based on AWS infrastructure
  • Conducting visual analytics activities on big data from maintenance & sales capabilities using Power BI, Plotly and Python
  • Definition of reference cloud architecture for predictive analytics use cases in AWS
Cloud Computing Data Warehousing Continuous Integration Big Data Big Data Analytics Machine Learning as a Service Solution Architect
Python Microsoft Azure AWS Tableau Power BI Azure Synapse Azure Data Factory Azure Blob Azure Kuber-netes Service Azure Data Lake Storage AWS Sagemaker AWS Glue AWS Dyna-moDB AWS Athena AWS S3 Machine Learning XGBoost MLOps CI/CD AWS (Sagemaker Lambda Glue RDS DynamoDB Athena S3 EC2 ECS Fargate Cloud9) Plotly MySQL
Global Energy Company
Frankfurt am Main, Germany
6 Monate
2021-07 - 2021-12

Development of Big Data Platform

Senior Data Engineer Python Docker Pytest ...
Senior Data Engineer
  • Development of big data pipelines on top of AWS infrastructure for high-dimensional data
AWS (EC2; S3; Parameter Store)
Python Docker Pytest CI/CD Bitbucket XArray Dask Unit testing Xarray AWS (EC2 S3 Parameter Store) Jira Confluence
Global Chemical Company, United States
Frankfurt am Main, Germany
7 Monate
2021-05 - 2021-11

Development of dynamic pricing solution

Lead Data Scientist & Cloud Data Architect Python Machine Learning Migration ...
Lead Data Scientist & Cloud Data Architect
  • Design & architecture of data warehousing solutions in Azure Synapse
  • Development & deployment of dynamic pricing solution in Azure cloud infrastructure
  • Conducting data migration from on premise to Azure Synapse environment
Tableau Azure Apache Spark Python
Python Machine Learning Migration Data Scientist Cloud Computing Azure Synapse Snowflake Azure Data Factory Azure Blob Azure Kubernetes Service Azure Data Lake Storage AzCopy Pyspark Databricks Tableau K-means Clustering MLOps CI/CD
Global Transportation & Mobility Company, Germany
2 Jahre
2019-05 - 2021-04

Development of HR-Tech solution based on AI

Lead Data Scientist & NLP Engineer Python Scala SpaCy ...
Lead Data Scientist & NLP Engineer
  • Development of MVP of a HR-tech solution for automated sourcing & screening of talents using NLP based on unstructured data.
  • Management and Analysis of Marketing Campaigns
Natural Language Processing Machine Learning as a Service Microsoft Azure
Python Scala SpaCy MongoDB D3.js JavaScript MapReduce Spark Databricks CI/CD NLTK MariaDB D3.JS Ja-vascript Snowflake MLOps
HR-tech Startup, Frankfurt, Germany
Frankfurt am Main
4 Monate
2020-09 - 2020-12

Data Strategy & Architecture in Procurement

Lead Data Strategy & Architecture Consultant Data Strategy Data Architecture Requirements Analysis ...
Lead Data Strategy & Architecture Consultant
  • Leading the data strategy & architecture initiative to conduct health check and identifying the functional and process gaps in the client?s big data infrastructure.
  • Requirement engineering and conducting stakeholder interviews multiple interviews and workshops with 25+ stakeholders across the organization.
  • Conducting gap analysis and defining the long-term big data strategy roadmap.
  • Definition and prioritization of actionable recommendations for the client?s digital transformation strategy including predictive analytics use cases.
Data Strategy Data Architecture Requirements Analysis Requirements Engineering Big Data Analytics Master Data Management BI SAP SAP BW SAP ERP SAP 4Hana Tableau SAP Master Data SAP Master Data Management Master Data Procurement SAP Supply Chain Management Supply Chain Analytics
Global Biotech Company, Germany
Göttingen
8 Monate
2019-10 - 2020-05

Data & NLP Engineering

Senior Data Scientist & NLP Engineer Python Java Apache Spark ...
Senior Data Scientist & NLP Engineer
  • Managed a team of 5+ data scientists, data engineers, NLP practitioners, and annotators.

  • Architecture & implementation of big data analytics pipeline deploying natural language processing models and integrating cloud analytics pipelines (including AWS) with existing big data infrastructure of the client

  • Involved in solution & big data architecture, product management, user experience design, business analysis, and project management tasks.

  • Developing an end-to-end visual analytics dashboard for semantic analytics use case.

Python Java Apache Spark Apache Hadoop Docker Amazon Web Service Amazon Elastic Compute Cloud Amazon EC2 Microsoft Azure Google Cloud Platform REST API Apache Solr PostgreSQL Web scrapping Pordigy Spacy Tensorflow Keras PyTorch D3.js D3 JavaScript Highcharts Jenkins Scrum JIRA Confluence Bitbucket Sentiment analysis Solution architecture Big Data Analytics Big data pipelines Text analytics Knowledge Engineering Annotation Semi-supervised learning Scala HDFS Kafka AWS Azure Google Cloud RESTful API PosgreSQL Dexi.io Prodigy pyTorch D3.JS PyCharm Jira Databricks Google Cloud
Global Pharmaceutical Company, Ingelheim am Rhein, Germany
Ingelheim am Rhein
1 Monat
2019-10 - 2019-10

Design & architecture of algorithmic trading platform

Senior Data Scientist & Solution architect Algorithmic Trading Time-series modeling Business Anlaysis
Senior Data Scientist & Solution architect
Algorithmic Trading Time-series modeling Business Anlaysis
European energy company (Through Publicis Sapient)
Frankfurt am Main
4 Monate
2019-07 - 2019-10

Advanced analytics dashboard for marketing mix modeling and demand forecasting

Senior Data Science & AI Consultant Python Azure Microsoft Azure ...
Senior Data Science & AI Consultant
  • Advanced analytics dashboard for marketing mix modeling and demand forecasting for global automotive company: developing an end-to-end visual analytics dashboard for demand forecasting (time-series forecasting), monitoring and prediction of key KPIs in a performance marketing campaign using time series analysis. Technologies Used: Python, XGBoost, Azure (Data Lake Storage, Azure Data Factory, SQL DB, App Service), Plotly/Dash, Jira, Confluence

  • Development and maintenance of marketing analytics dashboard for global automotive company using Tableau and PowerBI.

  • Business analysis in designing of algorithmic trading platform for European energy company

  • Business Analysis for industry trends and AI & analytics use cases in cloud computing

Microsoft Visual Studio Jupyter notebook
Python Azure Microsoft Azure Dashboard Dash JIRA Confluence PostgreSQL Time-series forecasting Demand forecasting Genetic Algorithms
Publicis Sapient, Frankfurt, Germany
Turin, Italy
3 Monate
2019-07 - 2019-09

Develpoment and maintenance of marketing analytics dashboard

Senior Data Visualization & Analytics Specialist Tableau PowerBI
Senior Data Visualization & Analytics Specialist
Tableau PowerBI
Global automotive company
Frankfurt am Main
2 Monate
2019-03 - 2019-04

Business analysis for big data analytics use cases across aviation industry

Business Analyst - AI & Data Science in Aviation Industry Business Analysis Business Development Advanced Analytics
Business Analyst - AI & Data Science in Aviation Industry
  • Business analysis
  • Use case definition
  • Solution design
  • Business development
Business Analysis Business Development Advanced Analytics
Global airline company (Through Accenture)
Frankfurt am Main
3 Monate
2019-02 - 2019-04

Development of financial analytics dashboard

Data Scientist - Financial Anlaytics R Shiny Time-series forecasting Financial analytics
Data Scientist - Financial Anlaytics

  • Developing a finance dashboard for the visualization of historical trends along with forecasted trends of economic KPIs

R Shiny Time-series forecasting Financial analytics
European financial institution
Frankfurt am Main
4 Monate
2019-01 - 2019-04

Development of human resources analytics platform

Data Scientist & NLP Engineer Python ETL PostgreSQL ...
Data Scientist & NLP Engineer

  • Human resources analytics for global information technology services company: Developing analytics-driven capabilities for ranking of candidates in talent search engine based on natural language processing

Python ETL PostgreSQL REST API Flask Software Architecture Azure (Data Factory Data Lake/Blob storage SQL DB Cosmos DB Cognitive Services App Service Azure Functions) SQL Restful API Machine Learning
Global IT Services Company
Frankfurt am Main
1 Jahr
2018-05 - 2019-04

Merchandising intelligence

Data Science & AI Consultant
Data Science & AI Consultant
  • Merchandising intelligence for international airline company: developing advanced analytics dashboard for driving customer analytics (pricing analytics) for the aviation client using big data, visual analytics and machine learning technologies: Tableau, Python, R, Machine Learning, SQL, Hive, Hue.

  • Human resources analytics for global information technology services company: Developing analytics-driven capabilities for ranking of candidates in talent search engine based on natural language processing: Azure Data Factory, Data Lake/Blob storage, SQL DB, Cosmos DB, Cognitive Services, App Service, Azure Functions), Python, ETL, SQL, Restful API, Flask, Machine Learning

  • Financial analytics for European financial institution: developing a finance dashboard for the visualization of historical trends along with forecasted trends of economic KPIs: R Shiny, Machine Learning, XGBoost, Arima

  • Big data architecture planning for global pharmaceutical company: strategic planning, big data architecture, project management.

  • Business analysis for RfP response preparation for an innovative data & AI project with global transportation company (winning-bid)

  • Business analysis and use case identification for global aviation company

  • Business analysis for industry assessment of the digital transformation maturity of Swiss companies

Accenture
Kronberg
5 Monate
2018-09 - 2019-01

Customer analytics dashboard for Merchandising intelligence use case

Data Scientist Tableau Python R ...
Data Scientist

  • Merchandising intelligence for international airline company: developing advanced analytics dashboard for driving customer analytics (pricing analytics) for the aviation client using big data, visual analytics and machine learning technologies

Tableau Python R PostgreSQL Hive Clustering Business Analytics Machine Learning SQL Hue
Global airline
Nice, France
2 Monate
2018-07 - 2018-08

Business analysis for analytics use cases across transportation industry

Business Analyst - AI & Data Science
Business Analyst - AI & Data Science
  • Business analysis
  • Use case definition
  • Business development
  • Solution design with machine learning
European Railway Company
Frankfurt am Main
2 Monate
2018-06 - 2018-07

Big data architecture planning

Business Analyst - Big Data Architecture Big data architecture Strategic planning agile Project Management ...
Business Analyst - Big Data Architecture

  • Big data architecture planning for global pharmaceutical company: strategic planning, big data architecture, project management.

Big data architecture Strategic planning agile Project Management Management consulting Strategy Consulting
Global pharmaceutical company
Leverkusen
3 Jahre 3 Monate
2015-02 - 2018-04

Predictive modeling of consumer behavior

Machine Learning Scientist (Ph.D.) and Associate Lecturer Python Scikit-learn Matplotlib ...
Machine Learning Scientist (Ph.D.) and Associate Lecturer
  • Predictive modeling of consumer behavior: conducting two large-scale research studies concerned with predictive modeling of human decision making (consumer behavior) based on tracking the visual input. Activities involve: machine learning algorithm development, exploratory data analysis, statistical modeling, data visualization, big data acquisition and data preparation. 

  • Managed a team of 5 scientific staff for acquisition of big data (~100,000 entries) from more than 120 participants in consumer behavior study.

  • Strong presentation skills with expertise in training over 150 university students for programming, statistical thinking, data-driven approach.

Python Scikit-learn Matplotlib seaborn eye tracking self-developed advanced machine learning algorithms approximate inference MATLAB
Technische Universität Dresden
Dresden
7 Monate
2016-11 - 2017-05

Advanced analytics for innovative recruitment platform

Data Scientist and Natural Language Processing Engineer Python NLTK pyQT ...
Data Scientist and Natural Language Processing Engineer
  • Advanced analytics for innovative recruitment platform: assisting the company to generate actionable insights for clients as well as developing an advanced analytics dashboard for extraction, integration, and visualization of data from internal and external sources. 

  • Used natural language processing and web analytics. 

Python NLTK pyQT Google Analytics Google Cloud Platform MongoDB.
Whyapply
Leipzig
3 Monate
2016-07 - 2016-09

Automated data pipelines for data-driven B2B sales and lead-generation

Data Engineer (Part-time) Python PostgreSQL NLTK ...
Data Engineer (Part-time)
  • Automated ETL pipelines for data-driven B2B sales and lead-generation: built an integrated data pipe-line for extracting, integrating, cleaning, and aggregating, and visualizing insights from a big data-set of 270 million entries. 

Python PostgreSQL NLTK regex matplotlib
The SaaS Company, Berlin, Germany
2 Jahre 1 Monat
2012-11 - 2014-11

Virtual reality software for movement rehabilitation

VR Technology Specialist & Data Analyst C++ MATLAB ECG ...
VR Technology Specialist & Data Analyst
  • Virtual reality software for movement rehabilitation: developed a virtual reality software providing real-time feedback to users for specific hand movement exercises using computer animation, machine learning, motion capture technologies like: C++, Ogre3D, Libsvm, MATLAB, data glove.

  • Data analysis and data acquisition for robotics and virtual reality projects: conducting data acquisition and data preparation for large scale EU projects concerning robotics using virtual reality and motion capture technologies like: Adobe Motion builder, Vicon Nexus, Ogre3D.

  • Software framework for real-time analysis of human physiological data: de-veloping a software framework for real-time tracking and visualization of human physiological data using ECG. 

  • Automated data pipeline for tracking and visualization of hand movements: virtual reality framework applied in movement rehabilitation. 

C++ MATLAB ECG signal processing Ogre3d TCP/IP
University-Clinic Tübingen
Tübingen
9 Monate
2013-03 - 2013-11

Developing software frameworks in machine learning

Machine Learning Researcher Python Matlab optimization algorithms ...
Machine Learning Researcher
  • Developing software frameworks in machine learning and human-computer interaction in 2 research projects
Python Matlab optimization algorithms neural networks
Max Planck Institute Tübingen
10 Monate
2012-03 - 2012-12

Web & Enterprise Software Development

IT Consultant
IT Consultant
  • Identification of client requirements for preparation RfP responses for large corporate clients leading to winning bids in 3 large-scale enterprise software projects

  • Driving business development activities like preparing RfP responses, closing international partnerships, client and partner negotiation, and content marketing. 

Sooren System Sharif Ltd.

Aus- und Weiterbildung

Aus- und Weiterbildung

2 Jahre 2 Monate
2012-10 - 2014-11

Neural Information Processing

M.Sc., Eberhard Karls Universität Tübingen
M.Sc.
Eberhard Karls Universität Tübingen
1 Monat
2007-10 - 2007-10

Information Technology

B.Sc., Sharif University of Technology
B.Sc.
Sharif University of Technology

Position

Position

Contract roles in:

  • Data Science
  • Machine Learning & Artificial Intelligence
  • Natural Language Processing
  • Data Visualization
  • Cloud Technologies
  • Software Development
  • Business Analysis
  • Project Management
  • 100% Mobility within Germany
  • Remote positions are on-demand

Kompetenzen

Kompetenzen

Top-Skills

Datenanalyse Machine Learning as a Service Cloud AWS Microsoft Azure Google Cloud Vision API Amazon Web Service DevOps Apache Spark Apache Hadoop D3.js Dashboard Google Analytics TensorFlow Qt D3 JavaScript Java 2 SE Hive Postgres Postgre-SQL Git GitHub Confluence

Aufgabenbereiche

Business Analysis
Data Science
Project Managment
Software Development
Solution Architecture

Produkte / Standards / Erfahrungen / Methoden

Advanced Analytics
Algorithmic Trading
Amazon
EC2, Elastic Compute Cloud, Web Service
BI SAP
Big data architecture
Big data pipelines
Business Analysis
Business Analytics
Clustering
Dashboard
Data Strategy
Demand forecasting
ETL
Financial analytics
Genetic Algorithms
Jupyter notebook
Knowledge Engineering
Management consulting
Microsoft Visual Studio
Pordigy
Procurement
Requirements Analysis
Requirements Engineering
REST API
SAP 4Hana
SAP BW
SAP ERP
SAP Master Data
SAP Master Data Management
SAP Supply Chain Management
Semi-supervised learning
Software Architecture
Strategic planning
Strategy Consulting
Supply Chain Analytics
Text analytics
Time-series forecasting
Time-series modeling
Web scrapping

Software Skills:

  • Big Data: Spark, Hadoop, MapReduce, Kafka, Hive, Hue, Impala, Solr, Sqoop, Drill, Presto, Dask

  • Cloud: Azure (CLI, Azure DevOps, Data Lake/Blob Storage, Data Factory, Databricks, Polybase, Synapse Analytics, SQL DB, Cosmos DB, MLStudio, Cognitive Services, Data Studio, App Service, Container Service, Kubernetes Service, Azure Functions), AWS (IAM, CLI, S3, RDS, DynamoDB, Glue, Athena, Lambda,  EMR, Sagemaker, Comprehend, Quicksight, Parameter Store, Cloud Formation, CloudWatch, EventBridge), Google Cloud (Natural Language, Vision), Databricks, Snowflake, Zeppelin

  • Machine Learning: SKlearn, Tensorflow, Keras, Spark ML, pyTorch, DL4J, XGBoost, CNN, LSTM, BERT, ULMFitDevOps: Docker, Kubernetes, Jenkins, CI/CD

  • MLOps: AWS Sagemaker, Azure Machine Learning, Apache Airflow, MLFlow

  • DevOps: Docker, Kubernetes, Jenkins, CI/CD

  • Data Visualization: PowerBI, Tableau, R Shiny, Quicksight, Seaborn, Google Analytics

  • Natural Language Processing: SpaCy, NLTK, SparkNLP, Gensim, CoreNLP, Textblob, Regex, AWS Comprehend

  • Frontend: D3.JS, Plotly, Bubble, HighCharts, pyQt, Javascript, jQuery, CSS, HTML

  • Software Engineering: Pytest, Unittest, Flask, Restful API, Swagger, JSON, Postman, TCP/IP

  • Version control: Git, Github, Gitlab, Bitbucket

  • Project management: Scrum, Confluence, Jira

  • Editors: PyCharm, VS Code, Jupyter, IntelliJ, Atom, Eclipse


Professional Summary:

  • Experienced big data analytics consultant with entrepreneurial mindset advising global corporations on data science, big data engineering and data architecture.

  • Innovative data expert with 10+ years of project experience in architecture, implementation, and deployment of big data & analytics solutions in business environments resulting 10+ software platforms, 10 publications, and over 5 million dollars in company revenues.

  • Highly detail-oriented data scientist & engineer leveraging domain knowledge, data analytics, effective communication, and data story-telling skills to generate actionable business insights across finance, aviation, automotive, life sciences & pharmaceutical, sales and marketing, and human resources industries.

Betriebssysteme

Windows
Linux

Programmiersprachen

C++
Flask
Java
Javascript
Matlab
Python
R
Scala
C#

Datenbanken

Apache Solr
Data Architecture
MariaDB
MongoDB
MySQL
PostgreSQL
T-SQL
Cassandra
Hbase
Solr

Datenkommunikation

D3 JS
Dash
Highcharts
PowerBI
R Shiny
Tableau

Managementerfahrung in Unternehmen

B2B Sales
Business Anlaysis
Business Development
Product Management
Project Managment

Branchen

Branchen

  • Pharmaceutical
  • Human Resources
  • Life sciences
  • Biotech
  • Energy
  • Medical Technology
  • Aviation
  • Marketing
  • Finance
  • Insurance
  • Automotive
  • Transportation
  • Startups
  • Research

Vertrauen Sie auf GULP

Im Bereich Freelancing
Im Bereich Arbeitnehmerüberlassung / Personalvermittlung

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