Mid-Level Data Scientist – Machine Learning & Advertising Domains
Brak informacji o wynagrodzeniu
MidFull-time·B2B
#373658·Dodano dziś·0
Źródło: ITDSTech Stack / Keywords
BigQueryDockerGCPnumpyPandasPythonPyTorchSQLTensorFlowVertex AIVertex Pipelines
Firma i stanowisko
Our client is a leader in digital advertising technology, focusing on advanced machine learning models for bidding, ranking, and content optimization in online advertising.
Wymagania
- At least 3 years of experience in data science or related fields with a focus on machine learning development and deployment.
- Proficiency in Python, PyTorch or TensorFlow, Pandas, and NumPy.
- Solid knowledge of SQL, preferably BigQuery or similar analytic SQL.
- Extensive experience with public cloud platforms, specifically Google Cloud Platform (Vertex AI, Pipelines).
- Proven track record in designing and training deep neural networks in production environments.
- Academic background or extensive professional experience in STEM fields such as Computer Science, Mathematics, or Physics.
- Strong engineering skills including writing reliable, testable, and documented code with familiarity in CI/CD practices.
Nice to have:
- Experience developing low-latency ML models for real-time applications in online advertising.
- Background in advertising or marketing industry.
- Experience in predictive modeling for business metrics like CTR and CVR.
- Knowledge of Real-Time Bidding (RTB) algorithms and Demand Side Platforms.
- Familiarity with traditional machine learning techniques such as Random Forests or Gradient Boosted Trees.
- Practical experience using AI-assisted coding tools to boost productivity and code quality.
Obowiązki
- Design and optimize machine learning models targeting key performance metrics such as CTR, CVR, and RoAS.
- Architect complex models integrating diverse data signals including user, product, publisher, and placement features.
- Fine-tune models for high-throughput, low-latency online environments.
- Develop models for Dynamic Content Optimization within the DSP platform, including retargeting scenarios.
- Collaborate across teams to ensure model deployment, monitoring, and continuous improvement.
- Write production-quality, tested, and well-documented Python code using CI/CD workflows and cloud infrastructure.
Inne informacje
Only candidates with an existing legal right to work in the European Union will be considered for this role.
ITDS
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