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Senior ML Engineer Lead - Time Series

Company Description

Bosch Global Software Technologies Private Limited is a 100% owned subsidiary of Robert Bosch GmbH, one of the world's leading global supplier of technology and services, offering end-to-end Engineering, IT and Business Solutions. With over 28,200+ associates, it’s the largest software development center of Bosch, outside Germany, indicating that it is the Technology Powerhouse of Bosch in India with a global footprint and presence in the US, Europe and the Asia Pacific region.

Job Description

Roles & Responsibilities :
Looking for a highly skilled “Senior Machine Learning Engineering Lead” to oversee and drive machine learning initiatives focusing on time series analysis, process curve analysis, tabular data, and feature engineering. In this role, you will lead a team of engineers and data scientists, ensuring the effective delivery of machine learning solutions to customers. You will also be responsible for designing efficient workflows, building robust CI/CD pipelines, and handling client interactions to deliver high-quality solutions on time.

Roles & Responsibilities:

Machine Learning and Data Engineering:

  • Time Series Analysis: Develop and implement advanced machine learning models for analyzing time-series data (e.g., forecasting, anomaly detection).

  • Process Curve Analysis: Apply machine learning techniques to analyze process curves, optimize processes, and predict system behavior based on historical data.

  • Tabular Data: Manage and work with structured/tabular datasets to build models that deliver actionable insights.

  • Feature Engineering: Design and implement innovative feature engineering techniques to enhance model performance, ensuring that features align with business goals.

  • Model Development and Optimization: Develop, test, and optimize machine learning models and algorithms for various business use cases.

Leadership and Team Management:

  • Team Mentorship: Lead a team of machine learning engineers and data scientists, providing guidance and mentorship to junior team members.

  • Collaboration: Work closely with data scientists, software engineers, product managers, and other stakeholders to design, implement, and deliver end-to-end solutions.

  • Customer Handling: Serve as the primary point of contact for customers, gathering requirements, addressing technical challenges, and ensuring the timely delivery of high-quality solutions.

  • Client Deliverables: Ensure all project milestones are met, and machine learning models and solutions are aligned with customer expectations.

Pipeline and Workflow Design:

  • CI/CD Pipeline: Design and maintain robust CI/CD pipelines for machine learning model training, validation, and deployment, ensuring efficient and automated workflows.

  • Model Deployment and Monitoring: Oversee the deployment of machine learning models into production, ensuring they meet performance, reliability, and scalability requirements.

  • Automated Workflows: Build automated workflows for data pipelines, model training, evaluation, and reporting, ensuring seamless integration with business processes.

Quality Assurance and Optimization:

  • Performance Monitoring: Monitor model performance post-deployment, identifying and addressing any issues related to accuracy, speed, or scalability.

  • Process Improvement: Continuously evaluate and improve model development practices, machine learning pipelines, and workflows to drive efficiency and reduce time-to-market.

  • Documentation: Ensure that all models, pipelines, and processes are well-documented and easily reproducible for future iterations or modifications.
     

Qualifications

Educational qualification:

B.E./ M.E./M. Tech in Computer Science Engineering, Ph. D is plus

Experience :

  • 8+ years of experience in machine learning engineering with a focus on time-series analysis, process curve analysis, tabular data, and feature engineering.

  • At least 3-5 years of leadership experience managing teams and handling customer-facing responsibilities.

  • Strong experience in designing and deploying ML models in production environments.

  • Proven track record of successfully managing client relationships and delivering high-quality solutions on time.

  • Experienced in working in cross-functional, international setups

  • Entrepreneurial, business-driven mindset.

Mandatory/requires Skills :

Technical Skills:

  • Programming Languages: Proficiency in Python, R, or other relevant languages (e.g., Java, Scala).

  • Machine Learning Frameworks: Expertise in ML libraries like scikit-learn, TensorFlow, Keras, XGBoost, PyTorch, etc.

  • Time Series Analysis: Experience with time-series forecasting models (ARIMA, LSTM, Prophet, etc.) and anomaly detection.

  • Data Engineering: Expertise in working with large-scale datasets and tools like Pandas, NumPy, SQL, and data wrangling techniques.

  • Feature Engineering: Strong skills in creating meaningful features to improve model accuracy and performance.

  • CI/CD Tools: Experience with CI/CD tools like Jenkins, GitLab, CircleCI, or similar platforms for automating deployment workflows.

  • Cloud Platforms: Experience with cloud computing services like AWS, GCP, or Azure for model deployment and scalability.

  • Version Control: Proficient in using Git for version control and collaboration.

Soft Skills:

  • Strong leadership and team management skills, with a focus on mentoring and development of team members.

  • Excellent communication skills for handling customer interactions, explaining technical concepts to non-technical stakeholders, and delivering presentations.

  • Problem-solving mindset with the ability to analyze complex data and identify actionable insights.

  • Highly organized, detail-oriented, and able to manage multiple projects simultaneously.

Preferred Skills :

 

  1. Experience in deploying models at scale using containerization technologies like Docker and Kubernetes.

  2. Knowledge of MLOps principles and practices.

  3. Background in domain-specific areas (e.g., manufacturing, finance, healthcare) related to time-series and process data.

Additional Information

8-12 Years of Experience

Average salary estimate

$100000 / YEARLY (est.)
min
max
$80000K
$120000K

If an employer mentions a salary or salary range on their job, we display it as an "Employer Estimate". If a job has no salary data, Rise displays an estimate if available.

What You Should Know About Senior ML Engineer Lead - Time Series, Bosch Group

Bosch Global Software Technologies Private Limited is on the lookout for a talented Senior ML Engineer Lead focusing on Time Series analysis. As a crucial part of our team, you’ll steer machine learning projects and lead a dedicated group of engineers and data scientists. Your responsibilities will encompass innovative machine learning models, particularly for time-series analysis, process curve optimization, and feature engineering. You’ll play a key role in developing effective workflows and robust CI/CD pipelines, ensuring timely and high-quality deliverables to our valued clients. Your leadership will also shine through as you mentor junior team members and serve as the primary contact for our customers, navigating technical challenges and translating their needs into impactful solutions. With a strong emphasis on collaboration, you’ll work hand-in-hand with cross-functional teams, ensuring that our machine learning solutions align perfectly with business objectives. If you thrive in a fast-paced environment and have experience deploying models in production, then this is the perfect opportunity to leverage your skills and take your career to the next level at Bosch Global Software Technologies in Bengaluru. We’re excited to see how you can contribute to driving efficiency and innovation in our machine learning initiatives.

Frequently Asked Questions (FAQs) for Senior ML Engineer Lead - Time Series Role at Bosch Group
What are the main responsibilities of the Senior ML Engineer Lead at Bosch Global Software Technologies?

As a Senior ML Engineer Lead at Bosch Global Software Technologies, your primary responsibilities include overseeing machine learning initiatives focused on time series analysis and process optimization. You will lead a team of engineers and data scientists, design workflows, manage client interactions, and ensure the delivery of high-quality solutions on time.

Join Rise to see the full answer
What qualifications are required for the Senior ML Engineer Lead position at Bosch?

To be considered for the Senior ML Engineer Lead role at Bosch Global Software Technologies, candidates should have at least a B.E./M.E./M.Tech in Computer Science Engineering, with a Ph.D. being a plus. Additionally, 8+ years of machine learning experience, particularly in time series analysis and team leadership is crucial.

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Which programming languages should a Senior ML Engineer Lead at Bosch be proficient in?

A Senior ML Engineer Lead at Bosch Global Software Technologies should be proficient in programming languages such as Python, R, or others like Java and Scala. This skill set is essential for developing and deploying machine learning models effectively.

Join Rise to see the full answer
What does the CI/CD pipeline entail for the Senior ML Engineer Lead at Bosch?

The CI/CD pipeline for the Senior ML Engineer Lead at Bosch Global Software Technologies involves designing and maintaining automated workflows for machine learning model training, validation, and deployment, ensuring that models can be deployed reliably and efficiently.

Join Rise to see the full answer
What soft skills are important for a Senior ML Engineer Lead at Bosch?

In addition to technical expertise, a Senior ML Engineer Lead at Bosch Global Software Technologies must exhibit strong leadership and communication skills, problem-solving capabilities, and the ability to manage multiple projects simultaneously while mentoring junior team members.

Join Rise to see the full answer
Common Interview Questions for Senior ML Engineer Lead - Time Series
Can you explain a machine learning project you led and the challenges you faced?

In discussing a past project as a Senior ML Engineer Lead, highlight specific challenges such as data limitations or integration issues. Share how you addressed these obstacles with innovative solutions and detail your leadership in guiding your team through the process.

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What techniques do you use for time series analysis?

Discuss models like ARIMA, LSTM, or Prophet tailored to the specifics of your project. Emphasize how you select the right model based on the data characteristics and the business requirements.

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How do you approach feature engineering in your projects?

Explain your process for identifying and crafting meaningful features that can enhance model performance. Use examples to illustrate your thought process and the impact of feature engineering on your past projects.

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Describe your experience with CI/CD in machine learning.

Share your approach to building CI/CD pipelines, tools you have used like Jenkins or GitLab, and how these pipelines improve deployment efficiency and reliability for machine learning models in production.

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How do you ensure the quality of your machine learning models?

Talk about your methods for performance monitoring post-deployment, including metrics you use and how you solve issues of accuracy or scalability. Highlight your emphasis on documenting processes for future iterations.

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What role does collaboration play in your workflow as a Senior ML Engineer Lead?

Emphasize your collaborative approach with data scientists, engineers, and product managers. Talk about how fostering a team-centered environment leads to better solutions and improved project outcomes.

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Can you give an example of how you handled customer requirements?

Share an experience where you engaged with a customer to gather requirements, emphasizing your communication skills and how you translated their needs into actionable technical solutions.

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What experience do you have deploying machine learning models in production?

Discuss your hands-on experience with deployment techniques and technologies, including the use of cloud services like AWS or GCP, and how you ensure the reliability of these deployments.

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How do you stay current with advancements in machine learning?

Talk about your commitment to continuous learning, mentioning resources such as online courses, publications, or conferences that keep you updated on the latest trends and technologies in machine learning.

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What strategies do you use to mentor junior team members?

Discuss your mentoring style, focusing on how you provide guidance, support skill development, and foster an environment where junior members feel comfortable seeking assistance and learning.

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Bosch is a global supplier of technology and services. Bosch specializes in consumer goods, industrial technology, and energy technology. It offers innovative solutions for smart homes, smart cities, connected mobility, and connected manufacturing...

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Full-time, on-site
DATE POSTED
April 17, 2025

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