Data Science Professional | Machine Learning Engineer | GenAI Engineer | Python Developer | Team-Lead
- Verfügbarkeit einsehen
- 0 Referenzen
- 94€/Stunde
- 82223 Eichenau bei München
- DACH-Region
- de | en
- 02.09.2024
Kurzvorstellung
Qualifikationen
Projekt‐ & Berufserfahrung
6/2024 – offen
Tätigkeitsbeschreibung
Development of a robust, scalable, and highly accurate car price estimation model using advanced data science techniques by leveraging the advanced capabilities of Google Cloud Platform (GCP) and VertexAI. Automization of time-consuming national-vehicle-code matching via fuzzy matching supported by LLMs (GPT-4o and Gemma via Huggingface).
Proof of Concept for car-equipment-matching via LLMs to standardize the equipment overview on the website.
Proof of Concept for a car-suggestion Chat-Bot to help customers inform themselves about cars that fit their needs and suggest them fitting cars.
Docker, Git, Google Cloud, Langchain, Large Language Models, Prompt Engineering, Python, Scikit-learn
4/2024 – 6/2024
TätigkeitsbeschreibungImplementation of a monthly Sales-forecast based on economic factors. The results reach the accuracy of the manual forecast are used for decision making to saving time. Knowledge sharing regarding deployment on Azure-ML or AWS Sagemaker.
Eingesetzte QualifikationenAmazon Web Services (AWS), Data Science, Git, Microsoft Azure, Python
1/2023 – 12/2023
Tätigkeitsbeschreibung
Data Science Component Lead
Managing a team of 5 Data-Scientists for the Data-Science-part of a web-based product that provides predictions and suggestions to optimize the workflow of the customers.
Data Science, Management-Informationssysteme, Microsoft Azure, Python, Strategische Unternehmensplanung
3/2022 – 12/2022
TätigkeitsbeschreibungBereitstellung eines MLOps-Workflows mit Azure-ML-Workspaces, Model-Registry, Azure-ML-Pipelines und CI-CD-Pipelines über Docker und Kubernetes
Eingesetzte QualifikationenDocker, Kubernetes, Maschinelles Lernen, Microsoft Azure, Python
3/2021 – 2/2022
Tätigkeitsbeschreibung
- Optimization of Training-Concepts including Data-Preparation and Feature-Engineering.
- Implementation of Unit- and End-To-End-Tests for the Data-Science-Codebase.
Continuous Delivery, Maschinelles Lernen, Microsoft Azure, Python, Testen
1/2021 – 8/2021
TätigkeitsbeschreibungGeneration of data-insights from a website to track customer-usage and improve customer-experience on the website and report insights
Eingesetzte QualifikationenC#, Google Cloud, Python
6/2020 – 12/2020
TätigkeitsbeschreibungRisk-Management: For an optimal planning of future purchasing and sales, a Prediction of Risk based on previous kpis, interest-rates simulations and the market situation was implemented.
Eingesetzte QualifikationenFinanzanalyse, Statistiken, Python, Simulation Geschäftsprozesse
1/2020 – 6/2020
Tätigkeitsbeschreibung
Prediction of Airpolution
To improve usability and performance of an old programm, a renewal and improvement of the prediction-service for predicting the airpolution was implemented.
Data Science, R (Programmiersprache)
8/2019 – 12/2019
Tätigkeitsbeschreibung
Prediction of payments
In order to improve planing of expenses, a prediction service was set up to predict the payments to the customers musicians.
Data Science, Python, Statistiken
6/2019 – 10/2019
Tätigkeitsbeschreibung
Measurement of discount-campaigns
To get more insights on marketing-campaigns and improve their impact, a new statistical measurement for campaign performance was built in order to predict and improve campaigns.
Data Science, Python
11/2018 – 5/2019
Tätigkeitsbeschreibung
Document Recognition
Implementation of a fully automated, deep-learning document recognition with Python and Tensorflow system for insurance applications to check whether all validity-measures, like identity-cards, are fulfilled.
Apache Hadoop, Apache Spark, Keras, Python, Tensorflow
8/2018 – 12/2018
Tätigkeitsbeschreibung
Best next offer for credit offers
The credit-institute needed a system where customers would get the best credit for their needs based on their information and history.
Finanzanalyse, R (Programmiersprache)
3/2018 – 10/2018
Tätigkeitsbeschreibung
Prediction of Prices
In order to provide a self-regulation app to the customers, a service for predicting Prices of insured loss was implemented.
Apache Hadoop, Apache Spark, Microsoft Azure, Python
1/2018 – 3/2018
Tätigkeitsbeschreibung
I developed a training where the participants and I go over the statistical basics (day 1), data-science vs data-mining (day 2) and data-science deep-dive (day 3).
It was initially thought for the Internal Knowledge sharing but was then also provided to customers outside the company.
R (Programmiersprache), Latex, Python
Ausbildung
LMU München
München
LMU München
München
Über mich
Continuous Improvement is key, as well in agile software-development when creating a software product and in Data-Science when staying up-to-date with the fastly evolving environment of AI.
Professional skills:
- Management of Data-Science-Teams (1 + years)
- Machine Learning, Deep Learning, Computer Vision with Python (scripting + oop) (10 + years including studies)
- GenAI, NLP with Python (2 + years)
- Agile software development (6 + years)
- ML-Ops on Azure (6 + years)
- ML-Ops on AWS (2 + years)
- Teaching Data-Science (Coding Workshops, Courses) (4 + years)
Supporting Skills:
- Software-Development with Java, C#, PHP, Bash-Scripting (10 + years)
- Unit- and E2E-testing (3 + years)
Weitere Kenntnisse
Cloud Services: Microsoft Azure, Amazon Web Services
Azure: Azure-ML, Databricks, Dev-Ops, Functions, Factory, App-Insights, Blob-Storage, Virtual-Machines, Azure-Cognitive Services
AWS: Amazon Sagemaker
Software Engineering: CI-CD-Pipelines, Kubernetes, Docker, Postman
Big Data: Cloudera, Hadoop, Hortonworks, Spark (pyspark)
Databases: Hbase, Hive, Microsoft SQL Server, MySQL
Software Development: Python, R, C#, SQL, HTML+CSS, Latex, Matlab
Data-Science-Tools: SKLearn, Tensorflow, Pytorch, Plotly, Pytest, PyQT, Dash, Flask, GGPlot, R-Shiny
Persönliche Daten
- Deutsch (Muttersprache)
- Englisch (Fließend)
- Europäische Union
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