Engineering Manager - Machine Learning Job in
- Omnicom Media Group
- 3 to 7 Yrs
- Other Karnataka
- 1 month ago
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Job Description
- About The Job As a Machine Learning Engineering Manager of Recommendation Systems, you will lead and scale our ML team while driving the technical vision for our recommendation infrastructure. You'll be responsible for building and mentoring a high-performing team, establishing MLOps practices, and advancing our recommendation algorithms for our Audio Stories and Podcasting Platform. Responsibilities Team Leadership: Build, mentor, and grow a team of ML engineers. Define team processes, establish best practices, and foster a culture of innovation and continuous learning. Technical Strategy: Define and execute the technical roadmap for recommendation systems, including infrastructure decisions, model architecture choices, and MLOps practices. MLOps Infrastructure: Design and implement robust ML pipelines for model training, deployment, and monitoring. Establish practices for continuous integration/deployment of ML models, A/B testing frameworks, and automated performance monitoring. Algorithm Development & Innovation: Guide the team in designing and implementing state-of-the-art deep learning models for content understanding, retrieval, and ranking. Drive architectural decisions for scaling recommendation systems. System Design: Architect scalable solutions for real-time inference, ensuring high availability and low latency of recommendation services. Design systems for efficient model serving and feature computation. Cross-functional Leadership: Collaborate with engineering, product, and business leaders to align ML initiatives with company objectives. Drive technical decisions that balance innovation with business impact. Production Excellence: Establish metrics and monitoring systems for model performance, system health, and business KPIs. Lead incident response and optimization efforts for production ML systems. Research Direction: Set the research agenda for the team, prioritizing high-impact areas for innovation. Foster collaboration with academic institutions and research communities. Requirements Experience: 6+ years of ML engineering experience, with 3+ years in team leadership roles Education: Master's or Ph.D. in Computer Science, Machine Learning, or related field Technical Leadership: Proven track record of building and leading ML teams Experience setting technical direction for large-scale ML systems Strong background in MLOps practices and production ML system design Technical Expertise: Deep expertise in recommendation systems, ranking algorithms, and deep learning Experience with large-scale distributed systems and real-time serving architectures Strong knowledge of ML infrastructure, including feature stores, experiment platforms, and model-serving systems Proficiency in Python, SQL, and ML frameworks (PyTorch, TensorFlow) Business Impact: Track record of delivering measurable business impact through ML initiatives Experience translating business requirements into technical solutions Communication & Leadership: Outstanding communication and stakeholder management skills Experience mentoring engineers and developing technical talent Ability to influence cross-functional stakeholders and drive consensus Publication/Patents: Publications in top-tier conferences (NIPS, ICML, RecSys) or patents in recommendation systems are a plus Must have experience with Recommendation Systems for an OTT Platform This position offers the opportunity to shape the future of audio content discovery while building and leading a world-class ML team. Skills: recommendation systems,real-time serving architectures,gcp,python,sql,aws,kubernetes,monitoring tools,mlflow,docker,ml,kubeflow,ranking algorithms,mlops,design,machine learning,deep learning,
Employement Category:
Employement Type: Full timeIndustry: IT Services & Consulting
Role Category: Not Specified
Functional Area: Not Specified
Role/Responsibilies: Engineering Manager - Machine Learning Job in
Contact Details:
Company: KukuLocation(s): Other Karnataka
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Keyskills: gcp python sql aws kubernetes monitoring tools docker ml design machine learning deep learning
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Omnicom Media Group
At Annalect, we work with clients to develop data driven marketing strategies, powered by a connected system of technology, tools, consultants and digital activation. Drawing from the vast resources of our parent company Omnicom and spanning the globe in a variety of industry verticals, we are the d...
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