Algorithm Engineer

3 weeks ago

india Solera Holdings, LLC. Full time
Solera is a global leader in data and software services that strives to transform every touchpoint of the vehicle lifecycle into a connected digital experience. In addition, we provide products and services to protect life’s other most important assets: our homes and digital identities. Solera processes over 300 million digital transactions annually for approximately 235,000 partners and customers in more than 90 countries. Our 6,500 team members foster a unique, innovative culture and are dedicated to successfully bringing the future to bear today through cognitive answers, insights, algorithms, and automation. For more information, please visit solera.com

JOB SUMMARY:The Senior Algorithm Software Engineer is responsible for playing a leading role on a team focused on the development of improvements and enhancements to transportation routing and scheduling algorithms. This person analyzes, designs, programs, and debugs algorithm enhancements. Presents technical documentation to the team and stakeholders. May interact with users to define systems requirements and/or necessary modifications. Experienced in object-oriented design, coding, performance tuning, and unit testing. The role will be about 75% development and 25% system maintenance and support. This person

must

also have solid communication and team building skills and must be able to participate in software design discussions and guide the architecture of the solution based on proven object-oriented design concepts, industry standard patterns, and best practices. Mentors, guides and aids the growth of less-experienced developers through leadership.

ESSENTIAL RESPONSIBILITIES AND DUTIES:

Design, implement, and troubleshoot complex algorithms

with a focus on both traditional and ML-based solutions.Optimize the

performance and scalability

of algorithms for real-world applications, addressing computational constraints and trade-offs.Conduct

algorithm tuning , including parameter optimization and runtime efficiency enhancements.Write clean, modular, and well-documented code in

C#, C++,

Python

and

.NET

to ensure production-grade quality.Logical data modelingObject oriented design, coding, and unit testingAuthors and reviews technical requirements to ensure compliance with business requirementsPerforms proper unit testing and software code writing (including automated unit testing)Participates in the testing process through test review and analysis, test witnessing and certification of softwareParticipates in peer code reviews and develops skill level of others through mentorshipLive troubleshooting of customer production issuesMachine Learning-Specific Engineering:Build and optimize

ML models and pipelines , focusing on constraints like speed, accuracy, and interpretability.Develop and test ML algorithms such as supervised, unsupervised, and reinforcement learning methods, tailored to specific applications.Preprocess and analyze large datasets , ensuring data quality, normalization, and transformation to suit algorithmic needs.Debug and troubleshoot

model performance issues , including overfitting, underfitting, and convergence problems.Implement and optimize

feature selection/extraction methods

to enhance model accuracy and runtime.Deploy ML models to production, ensuring robust integration into existing systems.Advanced Performance and Tools:Design and implement

custom loss functions , regularization techniques, and optimization strategies.Use profiling tools and frameworks to debug and enhance computational efficiency (e.g.,

TensorFlow Profiler, PyTorch Profiler , or custom solutions).Leverage

distributed computing frameworks

train and deploy ML models on large-scale datasets.Build and maintain

simulation environments

to evaluate the behavior of ML and non-ML algorithms under varied constraints.Collaboration and Research:Collaborate with

data scientists

and

domain experts

to align algorithms with project requirements and expected outcomes.Stay updated with advancements in ML frameworks, libraries, and research to integrate cutting-edge methodologies into projects.Translate state-of-the-art research papers into practical and scalable software solutions

QUALIFICATIONS:

EDUCATION:

Bachelor’s degree in Computer Science, Computer Engineering, Electrical Engineering, or MathematicsEXPERIENCE:

6+ years of applicable Software Development experience.Product Based company experience is

Mandatory

KNOWLEDGE/SKILLS/ABILITIES:

Knowledge of common routing algorithmsTraveling SalesmanDijkstra's Shortest Path First algorithmGenetic Algorithms and heuristicsAnalysis of algorithmsLogical thinkingExcellent interpersonal skillsExcellent written and oral English skillsExcellent working knowledge of logical data modelingExcellent working knowledge of C#/C++ development environments and processVersed in industry standard Software Development Life-Cycle (SDLC) process methodologies and Agile methodologies such as SCRUMKnowledge of Agile practicesTransportation industry knowledge desired but not requiredExperience mentoring less experienced developersApproaches software development using industry standard concepts, practices, and proceduresAbility to work on multiple tasks simultaneously with various team members and/or other groups both internally and externallyAbility to effectively engage in self-directed time management and prioritization of workloadAbility to work independently to develop new skills as needed to support new products and applicationsAbility to coordinate and oversee parallel efforts for multiple developersKnowledge of relational databases and SQLPerformance of data structures

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