AI/ML Python Software Developer
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Overview
- AI models development: defining the problem, collecting and preprocessing data, selecting algorithms, training the model, evaluating performance, and deploying it into production
- Participation in the full development cycle: from requirements, specification up to architecture, software development and system tests.
- Cooperation with Colleagues from other R&D Centers around the world
Kogo poszukujemy?
- Designing and implementing end-to-end ML pipelines
- Integrating AI/ML models with existing backend systems
- Excellent programming skills in Python 3+
- Good knowledge of unit test libraries: unittest, pytest
- Experience with Pandas, Numpy, XGBoost libraries
- Experience in software development for Linux
- Understanding of Kubernetes, Docker, containers mechanism in Linux
- Creativity and strong problem solving skills
- Bachelor's degree and more than 6 years of experience in area of telecommunication /computer science (including duration of master\'s degree)
Technologies in use
- Python, Numpy, PyTorch, XGBoost
- Django, Django Rest Framework
- Docker, Kubernetes, Microservice architecture
- GitHub, CI/CD
NICE TO HAVE
- Knowledge and experience in software development for telecommunication systems (4G/5G)
- Experience with Pytorch, explanation libraries e.g. SHAP, DICE, experiment logging libraries like MLFlow, data version control libs e.g. DVC
- Data analysis experience
- Working with data stores: SQL / NoSQL databases