Experienced data scientist and engineer, developing ML and AI solutions
Aktualisiert am 22.11.2024
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 01.12.2024
Verfügbar zu: 100%
davon vor Ort: 100%
Data Scientist
Machine Learning
Data Engineer
Datenbanken
ETL
SQL
NoSQL
Big Data Analytics
Künstliche Intelligenz
Computer Vision
Python
Docker
Cloud Engineer
Azure
Google Cloud
AWS
Geodatenverarbeitung
Geospatial
QGIS
Statistik
Stakeholdermanagement
English
fluent, C1
German
upper­intermediate, B2 Telc Certificate
Kurdish
Muttersprache
Farsi
Muttersprache

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

1 year 9 months
2022-08 - 2024-04

Technical leadership and client relationship management

Senior Data Science Consultant
Senior Data Science Consultant

Technical leadership and client relationship management in diverse data­driven projects

  • Build a cutting­edge AI platform (based on LLM & NLP) to provide Legal Tech solutions to esteemed Swiss law firms
  • Technical lead in a project related to long­term climate prediction and its impacts in industries like energy and tourism
  • Facilitate workshops on the topic of geospatial data science and engage in prototyping with prospective clients
  • Assisting customers in selecting appropriate platforms for geospatial applications (Apache Sedona, BigQuery, etc.)

D ONE Value Creation AG
Zurich, Switzerland
3 years 4 months
2019-01 - 2022-04

Technical leadership in different ML projects

Lead Research Engineer
Lead Research Engineer

Technical leadership in different ML projects, mentor team members and communicate with stakeholders

  • Co­organizied NeurIPS Traffic4Cast data competitions 2019, 2020, 2021, including global traffic dataset generation
  • Developing novel ML product for trip ETA estimation, resulting in 50% lower costs and 10% higher accuracy
  • Build data pipeline for analyzing data at scale and create action plans for benchmarking ML models in production
  • Implement predictive models using deep learning in a project related to traffic prediction and computer vision
  • Develop geospatial UDFs on internal Datalake and support various teams to improve data literacy in the company

Here Technologies
Zurich, Switzerland
2 years 6 months
2016-07 - 2018-12

Maintaining various data streams in the database

Data Scientist
Data Scientist

Maintaining various data streams in the database, build new data products from scratch and present to clients

  • Design and implement software solutions for climate risk modeling and pricing of tropical cyclones globally
  • Develop analytical web­based tools to process and visualize complex datasets to support tactical decision making
  • Acquiring and processing large volumes of GIS data relevant to the sector of agro­climate risks

CelsiusPro AG
Zurich, Switzerland

Aus- und Weiterbildung

Aus- und Weiterbildung

4 years 10 months
2011-11 - 2016-08

PhD in Natural Sciences (Dr. sc. nat) ­ GIScience

University of Zurich, Switzerland
University of Zurich, Switzerland
  • Thesis: on request
  • Apply ML models for behavioral classification and segmentation of high­resolution movement data
  • Developing methods for cross­scale analysis of movement data using signal processing toolsets (DWT)
2 years 6 months
2008-09 - 2011-02

Master of Science in GIS Engineering

University of Tehran, Iran
University of Tehran, Iran

  • Thesis: Drought Risk Assessment Using Spatial Data Mining Methods

4 years 1 month
2004-09 - 2008-09

Bachelor of Science in Geomatics Engineering

University of Tehran, Iran
University of Tehran, Iran

  • Main modules: GIS, Remote Sensing, Photogrammetry, Geodesy

Kompetenzen

Kompetenzen

Top-Skills

Data Scientist Machine Learning Data Engineer Datenbanken ETL SQL NoSQL Big Data Analytics Künstliche Intelligenz Computer Vision Python Docker Cloud Engineer Azure Google Cloud AWS Geodatenverarbeitung Geospatial QGIS Statistik Stakeholdermanagement

Produkte / Standards / Erfahrungen / Methoden

Profile

With extensive experience in (geospatial) data science and a proven ability to articulate complex concepts to diverse stakeholders, I have successfully led the development of innovative AI and ML solutions. Starting off my career as a Data Engineer and Scientist, I built ETL data pipelines for handling massive climatological datasets, which established my expertise in analyzing data at scale. As I progressed into advanced ML and deep learning, I realized the crucial role of communication in achieving business objectives. This understanding led me to transition into consultancy, where I worked with clients across various industries to optimize processes through implementating data science solutions.


Key Skills:

Data Science, Machine Learning, Data Engineering, Databases, Cloud Platforms, GIS


Skills

Software/Technology:

GCP, AWS, Databricks, Apache Spark, Kubernetes, Docker, ArcGIS, PostGIS, FME


Soft Skills:

Leadership Skills, Project Management, Critical Thinking, Problem Solving, Communication Skills

Programmiersprachen

Python
R / R Shiny
SQL
shell scripting
Java
Matlab

Einsatzorte

Einsatzorte

Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

1 year 9 months
2022-08 - 2024-04

Technical leadership and client relationship management

Senior Data Science Consultant
Senior Data Science Consultant

Technical leadership and client relationship management in diverse data­driven projects

  • Build a cutting­edge AI platform (based on LLM & NLP) to provide Legal Tech solutions to esteemed Swiss law firms
  • Technical lead in a project related to long­term climate prediction and its impacts in industries like energy and tourism
  • Facilitate workshops on the topic of geospatial data science and engage in prototyping with prospective clients
  • Assisting customers in selecting appropriate platforms for geospatial applications (Apache Sedona, BigQuery, etc.)

D ONE Value Creation AG
Zurich, Switzerland
3 years 4 months
2019-01 - 2022-04

Technical leadership in different ML projects

Lead Research Engineer
Lead Research Engineer

Technical leadership in different ML projects, mentor team members and communicate with stakeholders

  • Co­organizied NeurIPS Traffic4Cast data competitions 2019, 2020, 2021, including global traffic dataset generation
  • Developing novel ML product for trip ETA estimation, resulting in 50% lower costs and 10% higher accuracy
  • Build data pipeline for analyzing data at scale and create action plans for benchmarking ML models in production
  • Implement predictive models using deep learning in a project related to traffic prediction and computer vision
  • Develop geospatial UDFs on internal Datalake and support various teams to improve data literacy in the company

Here Technologies
Zurich, Switzerland
2 years 6 months
2016-07 - 2018-12

Maintaining various data streams in the database

Data Scientist
Data Scientist

Maintaining various data streams in the database, build new data products from scratch and present to clients

  • Design and implement software solutions for climate risk modeling and pricing of tropical cyclones globally
  • Develop analytical web­based tools to process and visualize complex datasets to support tactical decision making
  • Acquiring and processing large volumes of GIS data relevant to the sector of agro­climate risks

CelsiusPro AG
Zurich, Switzerland

Aus- und Weiterbildung

Aus- und Weiterbildung

4 years 10 months
2011-11 - 2016-08

PhD in Natural Sciences (Dr. sc. nat) ­ GIScience

University of Zurich, Switzerland
University of Zurich, Switzerland
  • Thesis: on request
  • Apply ML models for behavioral classification and segmentation of high­resolution movement data
  • Developing methods for cross­scale analysis of movement data using signal processing toolsets (DWT)
2 years 6 months
2008-09 - 2011-02

Master of Science in GIS Engineering

University of Tehran, Iran
University of Tehran, Iran

  • Thesis: Drought Risk Assessment Using Spatial Data Mining Methods

4 years 1 month
2004-09 - 2008-09

Bachelor of Science in Geomatics Engineering

University of Tehran, Iran
University of Tehran, Iran

  • Main modules: GIS, Remote Sensing, Photogrammetry, Geodesy

Kompetenzen

Kompetenzen

Top-Skills

Data Scientist Machine Learning Data Engineer Datenbanken ETL SQL NoSQL Big Data Analytics Künstliche Intelligenz Computer Vision Python Docker Cloud Engineer Azure Google Cloud AWS Geodatenverarbeitung Geospatial QGIS Statistik Stakeholdermanagement

Produkte / Standards / Erfahrungen / Methoden

Profile

With extensive experience in (geospatial) data science and a proven ability to articulate complex concepts to diverse stakeholders, I have successfully led the development of innovative AI and ML solutions. Starting off my career as a Data Engineer and Scientist, I built ETL data pipelines for handling massive climatological datasets, which established my expertise in analyzing data at scale. As I progressed into advanced ML and deep learning, I realized the crucial role of communication in achieving business objectives. This understanding led me to transition into consultancy, where I worked with clients across various industries to optimize processes through implementating data science solutions.


Key Skills:

Data Science, Machine Learning, Data Engineering, Databases, Cloud Platforms, GIS


Skills

Software/Technology:

GCP, AWS, Databricks, Apache Spark, Kubernetes, Docker, ArcGIS, PostGIS, FME


Soft Skills:

Leadership Skills, Project Management, Critical Thinking, Problem Solving, Communication Skills

Programmiersprachen

Python
R / R Shiny
SQL
shell scripting
Java
Matlab

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