Engineer II, Data Engineering

2 months ago

Bengaluru, India HARMAN International Full time

HARMAN’s engineers and designers are creative, purposeful and agile. As part of this team, you’ll combine your technical expertise with innovative ideas to help drive cutting-edge solutions in the car, enterprise and connected ecosystem. Every day, you will push the boundaries of creative design, and HARMAN is committed to providing you with the opportunities, innovative technologies and resources to build a successful career.

A Career at HARMAN

As a technology leader that is rapidly on the move, HARMAN is filled with people who are focused on making life better. Innovation, inclusivity and teamwork are a part of our DNA. When you add that to the challenges we take on and solve together, you’ll discover that at HARMAN you can grow, make a difference and be proud of the work you do everyday.

About the Role

We are currently seeking a Data Engineer focused on Machine Learning ML, with working experience and knowledge in data-based ML, to support our AI Lab teams for Harman products. This position requires professional knowledge and/or experience in the machine learning life cycle from data/feature engineering to deployment to improvement), to support development and improvement of Harman products. This role is responsible for developing MLOps, and ML pipelines for ML models, with (1) competency to develop and solve ML use cases efficiently with reasonable SW engineering quality; (2) strong problem solving, ML and coding skills. Specific ML models are developed or optimized by using big and various datasets from Harman databases and data lakes (Azure, DataBricks, etc.), and by using all available tools and software. The ML models are deployed and maintained in vehicles and the cloud for Harman OEMs and vehicles.


What You Will Do

Build and use data analytics, and ML / AI models or algorithms based on various data sources (databases, data streams, etc.) to contribute to our AI/ML products and services by problem solving. Deploy and optimize ML models to enhance Harman products (TCU / Connectivity, IVIs, OTA, etc.), and develop problem-solving solutions. Provide ML and data analytics insights, model recommendations, and decision-making actions to senior management and data science and engineering teams. Work with data scientists, software engineers, to implement and improve ML models, involved in implementing and designing feedback for ML development life cycle. Collaborate with various Harman teams to create software, ML / data analytics solutions and reports. Build ML models or algorithms (scripts, binary files) from firmware / software of TCUs and IVIs, to LLMs, Gen AI to improve Harman businesses (e.g., marketing, sales, etc.), based on real datasets (+ some synthetic data). Conduct R&D and POCs for embedded deep learning, transfer learning, Gen AI models, or algorithms running on Linux without GPUs or Android with limited computing capabilities. Develop applicable unsupervised, semi-supervised ML models and improve these models, by collecting feedback (from OTA FAEs, etc.), and retraining the models, based on the model performance and the updated data.

What You Need

Bachelor or master’s degree in Computer Science, CE, EE, or any equivalent degree, 5+ years of experience. Minimum 5+ years of overall experience working in data analytics and ML, supervised / unsupervised learning, reinforcement learning, deep learning or LLMs or Gen AI for industrial applications. 3+ years of experience with Cloud (Azure, AWS, etc.) or Databricks MLOPs/Labs, ML Studio, PyTorch / TensorFlow, SKlearn, or LangChain, etc. 3+ years of working experience with software tools: PySpark, Python (Jupyter, Colab, or PyCharm, etc.), SQL, scripting, AWS (Athena, EC2, S3, etc.), Linux, Android or Embedded Systems (ECUs, etc.) 3+ years of professional experience with ML engineering, model training, testing, deployment, and improvement in a production environment. Create impactful demonstrations to showcase problem-solving solutions, develop and solve ML use cases efficiently. Contribute to cross-functional technical discussions/collaborations and drive the adoption of best practices. Contribute to strategy, task execution, and documentation of knowledge discovered and transferred, customers/projects stories.

What is Nice to Have

Knowledge of LLMs (GPT-4, LlaMA 2, RAG, LangChain, etc.). Providing domain-specific ML algorithms for log analysis, prediction or optimization. Experience in testing and improving software or firmware in the automotive industry.

What Makes You Eligible

You will be required to attend the Harman local office at least once a week Successfully complete a background investigation and drug screen as a condition of employment

What We Offer

Access to employee discounts on world-class Harman and Samsung products (JBL, HARMAN Kardon, AKG, etc.) HARMAN Flex, our new flexible workplace program will allow employees to continue to build a culture of trust, autonomy, and success by working remotely Extensive training opportunities through our own HARMAN University Competitive wellness benefits Tuition Reimbursement Access to HARMAN Campus Fitness Center and Cafeteria An inclusive and diverse work environment that fosters and encourages professional and personal development

HARMAN is proud to be an Equal Opportunity / Affirmative Action employer. All qualified applicants will receive consideration for employment without regard torace, religion, color, national origin, gender (including pregnancy, childbirth, or related medical conditions), sexual orientation, gender identity, gender expression, age, status as a protected veteran, status as an individual with a disability, or other applicable legally protected characteristics.

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