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Data and ML Engineering

Last modified on 19.11.2024
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Data and ML Engineering

Last modified on 19.11.2024
  • Freelancer / Self-Employed
  • Remote Work
  • Available from: 19.11.2024
  • Available up to: 100%
  • On-site Availability: 40%
  • Freelancer / Self-Employed
  • Remote Work
  • Available from: 19.11.2024
  • Available up to: 100%
  • On-site Availability: 40%
Top Skills
PythonAWSData Engineering GCP Kubernetes Kubeflow Scala seldon sql BigQuery Postgres scikit-learn Apache Spark pandas
Languages
Albanian Native English Fluent German Fluent Italian Basic

Locations

Countries
Germany, Switzerland, Austria
Remote Work
possible

Projects

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2 Jahre 2 Monate 12/2022 - Today

Market Share Prediction

Senior Data/ML EngineerGCP ServicesKubernetesKubeflowAirflowDeepChecksVertex AIPrometheusGrafanaPythonArgo CDBigQueryMLflowArgoCDetc
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5 Monate 08/2022 - 12/2022

Connected Data Analytics

Senior Data EngineerAWS ServicesAirflowSparkEMRBambooSonarQubeScalaPythonetc.
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9 Monate 12/2021 - 08/2022

Data Platform Task Force

Senior Data EngineerGCP ServicesAirflowPythondbtStitchKubernetesPostgresBigQueryHelmLookerMetabaseetc.
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9 Monate 05/2021 - 01/2022

Companion Data

Senior ML EngineerAWS ServicesAirflowSparkAirbyteMLflowKafkaKafka-connectdbtetc.
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1 Jahr 04/2020 - 03/2021

Sales Gap Analysis based on publicly available datasets and transactional data

Tech LeadKubernetesKubeflowApache SparkPythonBigQueryHelmscikit-learnDocker

Education and Training

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2 Jahre 8 Monate 10/2013 - 05/2016

Software Systems Engineering

Master of Science, RWTH Aachen
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2 Jahre 10 Monate 10/2010 - 07/2013

Computer Science, Bachelor of Science

Graduated with Honors, University of Tirana, Tirana, Albania

Position

  • Data Engineer or Machine Learning Engineer building production grade data pipeline or model training and deployment pipelines

Competences

Top Skills

Top Skills
PythonAWSData Engineering GCP Kubernetes Kubeflow Scala seldon sql BigQuery Postgres scikit-learn Apache Spark pandas

Products / Standards / Experiences / Methods

PROFILE

  • Experienced technology consultant with a wide range of skills and cross-industry know-how. Focused on designing and implementing customized production grade solutions in Data and Machine Learning Engineering space.


PROFESSIONAL SUMMARY

  • 12+ years of experience in Software Engineering
  • 8+ years of experience in Data and Information Management
  • 6+ years of experience in Cloud
  • Productionazing data pipelines
  • Deploy user facing ML use cases to production
  • Optimizing for cost and time Machine Learning workflows
  • Automating all the steps in Machine Learning workflows
  • Modernizing data ingestion and data quality checking workflows
  • Lead projects with up to 6 team members
  • Certified Cloud Solutions Architect


TOOLS

Machine Learning:

  • scikit–learn
  • pandas
  • seldon–core
  • Kubeflow
  • MLflow
  • Ray


DBMS:

  • BigQuery
  • Presto
  • Hive
  • Redshift
  • MySQL
  • MongoDB
  • dbt
  • Postgres


Big Data:

  • Spark
  • Kafka
  • ElasticSearch
  • Airbyte
  • Stitch


Cloud Technologies:

  • GCP
  • AWS
  • Azure


Platform:

  • Kubernetes
  • Helm
  • Docker
  • Terraform
  • sops
  • ArgoCD


Orchestration:

  • Airflow
  • Kubeflow


CI/CD:

  • Jenkins
  • GitLab CI/CD
  • Bamboo


Methodologies:

  • Scrum
  • Kanban


WORK EXPERIENCE:

03/2021 – today

Place of Work: Munich, Germany

Role: Senior Consultant, ML/Data Engineer

Customer: Freelance


12/2016 – 03/2021

Place of Work: Munich, Germany

Role: Senior Consultant, ML/Data Engineer

Customer: Data Reply


EARLIER WORK EXPERIENCES:

01/2014 – 07/2015

Role: Student Helper

Customer: RWTH Aachen University, Informatik Zentrum, Lehrstuhl für Informatik 5


Tasks:

  • Development of Web Services to allow storing and annotating multimedia data using relational and non-relational databases in microservice architecture.


09/2010 – 08/2013

Role: Software Developer

Customer: Helius Systems, Tirana, Albania


Tasks:

  • Full-stack software developer in several projects used by up to 1500 users. Languages used: VB, SQL, C# and ASP.NET, Crystal Reports.


Cloud Providers:

  • AWS
  • GCP
  • Azure


PERSONAL PROJECTS

2023 - 2023:

cost-efficient-gpu-platform

  • Ray, Python, Kubernetes, Kubeflow, KubeRay, Helm
  • Build a Multi-GPU Kubernetes cluster to run distribute machine learning training with Ray and Kubeflow.


2022 - 2022:

ab-testing-for-mlops

  • Python, Kubernetes, Helm, Seldon-core, Grafana, Prometheus, Streamlit
  • Implement A/B Testing in a microservice architecture for MLOps.


2021 - 2021:

kubeflow-spark

  • Python, Kubeflow, Spark, Kubernetes, Helm
  • Orchestrate Spark Jobs using Kubeflow.


2021 - 2021:

spark-dockerfile-multi-stage

  • Spark, Docker
  • Multi stage Dockerfile for Spark jobs.


2021 - 2021:

analytics-platform-diy

  • Python, MySQL, Hive, Trino, Spark, Kubernetes
  • Deploying an analytics platform on a Kubernetes cluster with automated deployment tools.


2020 - 2020:

immoscout-bot

  • Python, Flask, chat bot
  • Build a chat bot system that automatically crawls different websites to find apartments, and quickly send notifications in Telegram.

Operating Systems

AWSGCP

Programming Languages

DockerHelmJavaJenkinsKubeflowKubernetesPythonScalascikit-learnSparkSQL

Databases

Apache SparkAWS S3BigQueryHiveMongoDBMySQLPrestoRedshiftSQL

Industries

  • Retail
  • Finance
  • Automotive
  • Manufacturing
  • Sports Brand
  • FitTech
  • HealthTech

Trust in Randstad

In the area of freelancing
BME
In the area of employee leasing / personnel placement
IZS

Any questions? Call us +49 89 500316-300 or write to us: