Job Description:
" Conduct in-depth research on large and diverse automotive live streaming tabular datasets, preprocess the data, as well as extract and present key insights
" Search and craft indicative features that will enhance the value of ML models
" Explore, design and deploy cutting-edge ML models or algorithms solutions for prediction purposes and anomaly detection
" Collaborate closely with domain experts and peers to research and implement models and algorithm flows that best fit requirements
" Partner with our data engineering and development teams to devise innovative solutions for productization
" Encourage collaboration and knowledge-sharing within the data science team
Job Qualifications:
" 6+ years of relevant industry experience in data science or machine learning
" Education: MSc in Math / EE / CS / Statistics OR BSc in one of the disciplines above and 10+ years of substantial, hands-on experience in data science or a closely related domain - demonstrating expertise equivalent to that typically acquired through formal advanced education
" Demonstrated research expertise in the tech industry or published academic papers
" Profound understanding and hands-on expertise in mathematics, statistics, machine/deep learning, and data mining
" Expertise in data science pipelines is essential, including data cleansing, feature engineering, and model tuning
" Strong coding and software engineering experience focusing on advanced proficiency in Python, especially in data science libraries such as Pandas, Polars, NumPy, SciPy, Scikit-learn, and others
" End-to-end experience in leading the development of AI/DS/ML products or features, including managing their deployment in production environments, whether through direct integration or by using existing APIs
" Demonstrated experience in working streaming data (including sequential/time series) and implementing corresponding algorithms/models in a production environment, whether in batch processing or real-time scenarios
" Solid experience in deep learning, utilizing platforms such as TensorFlow, Keras, PyTorch, etc.
" Proficiency in SQL
" Strong communication skills, with the ability to convey ideas and share knowledge effectively
" Independent and quick learner, capable of developing independently
" A valuable team player who cooperates well
" Experience thriving in a dynamic work environment
Company Occupation:
High Tech
Company Size:
Medium (50 - 150)