Conceptualize and develop deep learning models to model driver behavior, road detection, signal detection, in cabin characteristics, etc.
Provide signals based on video/image detection algorithms for other Machine learning algorithms, such as road flow or traffic densities.
Develop signal processing models as to characterize the attributes to a time series matrix.
Test and put algorithms into a production ready state.
Constructing solution concepts from insights using familiar or unfamiliar data sources or complete or partial data.
Signal creation from image processing to other machine learning algorithms.
Imputing the dependency between sensors and time series data.
Design and build machine/deep learning and optimization algorithms efficiently
Integrate, simulate, and test impact of algorithms and features on the overall system
Develop and execute necessary analyses, simulations, etc. to validate models and identify improvement opportunities
Store, retrieve and visualize results in a manner that facilitates required analyses
Effectively conceptualize analyses to business/product stakeholders
Minimum 2 years of relevant experience in one or more of the following:
Video/Image detection, prediction, and classification on
Signal processing and time series analysis
Ph.D., Master’s or an outstanding Bachelors in Computer Science, Electrical/Computer Engineering, Mathematics/Statistics, Operations Research, Industrial & Systems Engineering, or related technical disciplines.
Strong fundamentals in Machine and Deep Learning.
Proficient in statistical programming in languages such as Python and R; and strong working knowledge in RDBMS such as PostgreSQL or NoSQL
Strong programming skills in Java and Scala, experience in functional programming is preferred.
Self-motivated and independent learner who is willing to share knowledge with the team.
Efficient and detail-oriented time manager who thrives in a dynamic and fast-paced working environment
Experience in working with vehicle imagery.
Familiar with Linux/Unix and shell scripting, experience in cloud computing is a plus.