Data Scientist / Data Engineer / Machine Learning Engineer / Cloud Solutions Architect

München, Deutschland

Weltweit

PhD in Physics (University of Toronto)

München, Deutschland

Weltweit

PhD in Physics (University of Toronto)

Skills

Maschinelles Lernen deep learning Reinforcement Learning Game Theory Tensorflow PyTorch Python Java Microsoft Azure aws

I'm like a Swiss Army knife of skills - I've been coding since I was a kid, studied physics and even got a PhD. On the side, I played some poker to make some cash and sharpen my analytical skills. That experience led me to develop some algorithms and eventually switch to cloud and machine learning development, which is now my passion. I'm a lifelong learner and a creative problem solver, and I always bring a fresh perspective to any project I work on. I'm dedicated to delivering exceptional results and exceeding expectations every time.

Coding:

Python (TensorFlow, PyTorch, Keras, JAX, scikit-learn, numpy, pandas)
Java
C++
Scala
SQL, Cypher
Object Oriented Programming
Functional Programming

Cloud Technologies:

Storage: Data Lake, Data Lakehouse, Data Warehouse, SQL, NoSQL, Graph Databases (S3, Data Lake Storage, DynamoDB ...)
Container: Docker, Kubernetes, AKS, EKS
Serverless: Lambda Functions, Azure Functions, Step Functions
Messaging: EventBus, SNS, SQS, Kafka
Machine Learning: AWS Sagemaker, Azure Machine Learning, TPUs
Monitoring: CloudWatch, Sentry
Data Engineering: Spark, Databricks
IaC: AWS CDK, Terraform
Data Pipeline: Azure Data Factory, AWS Glue, Airflow

Machine Learning:

Deep Learning
- Convolutional Neural Networks (CNN)
- Recurrent Neural Networks (RNN)
- Transformers
- Attention Mechanism
(Deep) Reinforcement Learning
- DQN, REINFORCE, A2C, PPO
- Monte Carlo Tree Search (MCTS)
- Counterfactual Regret Minimization (CFR)
- Neural Fictious Self Play (NFSP)
Regression
Decision Trees, Random Forests, Gradient Boosting
Clustering

Others:

Game Theory
Theoretical Physics
Quantum Information Theory
Probability Theory
Statistics
Mathematics
Quantitative Finance

Certifications:

Microsoft Certified: Azure Fundamentals
Microsoft Certified: Azure Data Scientist Associate
Microsoft Certified: Azure Data Engineer Associate
Microsoft Certified: Azure AI Engineer Associate
EXIN Agile Scrum Foundatiion Certification

Sprachen

DeutschMutterspracheEnglischverhandlungssicher

Projekthistorie

Senior Software Engineer / Tech Lead

Design green field software architecture implemented in python for a test automatizaion projecct with robot framework
Implement backend DB access (sqlalchemy) and REST connections to other components
Manage pipelines for automated tests and deployments with Jenkins
Analyze workflows in Camunda
Debug Java application code with IntelliJ

Technologies used: Python, Robot Framework, sqlalchemy, sql, db2, Jenkins, Rest, Bitbucket, git, Jira, Confluence, pydantic, Java, IntelliJ, VS Code, DBeaver

Senior Backend Engineer

Implementing AWS Lambda Serverless code to process incoming Kinesis streaming data and Frontend requests.
Frontend development with JavaScript and React
Containerized deployment of backend code with Docker and FastAPI
Bug tracking with Elastic, Kibana and CloudWatch
IaC with Terraform and Serverless Framework

Technologies used: AWS Lambda, API-Gateway, SQS, SNS, Kinesis, Terragrunt/Terraform, Serverless, Elastic, CloudWatch, Python, Git, PostgreSQL, Hasura, GraphQL, REST, Docker, GitLab

Machine Learning Expert

Fine-tune object detection models
Study generative models, large language models and reinforcement learning based
training methods
Reinforcement learning with human feedback

Technologies used: Python, Tensorflow, PyTorch, JAX, NLP, Transformers, Hugging Face

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