Head of Machine Learning

2 weeks ago

india Career Stone Consultant Full time

Lead Machine Learning


Location: Mumbai/ Bangalore ( Hybrid)


Seeking a Lead ML Engineer to join our dynamic and innovative Global Data Science team. In this role, you are a critical member of the data science group focused on leading efforts in migrating ML-based solutions from concept to production level operational excellence. You will lead initiatives building scalable, resilient, and automated solutions in GCP (Google Cloud Platform) to ensure that models deliver on organizational

objectives. You will professionally engineer solutions considering notions of risk and FMEA

(failure modes and effects analysis). The ideal candidate will have expertise in AI platforms, ML

model development life cycle, model management including orchestration, deployment, and

monitoring, GCP Vertex AI, and a proven track record of successful AI solution delivery.


The ML Engineering capability is leveraged to fuel advanced AI/ML solutions driving decision-making for critical enterprise needs. It is also responsible for implementing and enhancing the

community of practice to determine the best practices, standards, and MLOps frameworks to

efficiently deliver enterprise data solutions at General Mills.


This role works in close collaboration with Data Scientists, Data Engineers, Architects and other

teams to support the analytic consumption needs. Enhances the performance of the models and

automates the production pipelines to gain efficiency.


Role Responsibilities:


Establish and Implement MLOps practices:

• Development of end-to-end MLOps framework and Machine Learning Pipeline using

GCP, Vertex AI, and Software tools

• Serving Pipeline with multiple creation Vertex AI and GCP services. Improve ML pipeline

documentation and understandability.

• Automate logging of model usage and predictions provided. Improve logging and

diagnostic processes

• Automate monitoring of models both for failures and degradation. Automate

monitoring of data sources to identify issues and/or data changes.

• Design and implement dynamic re-training of ML pipelines using event-based or custom

logic

• Resource and Infra Monitoring configuration and pipeline development using GCP

service.

• Branching strategies and Version Control using GitHub

• ML Pipeline orchestration and configuration using Airflow/Kubeflow.

• Code refactorization & coding best practices implementation as per industry standard

• Implementing MLOps practices on a project and establishing MLOps best practices.

• Lead the investigation and resolution of production issues, perform root cause analysis,

and recommend changes to reduce/eliminate re-occurrence of issues.

• Optimize deployment and change control processes for models.

• Create and operationalize quality assurance processes for ML models


Lead the execution of ML Solutions @Scale :

• Partners with business stakeholders to design the right deliver value-added insights and

intelligent solutions through ML and AI.

• Collaborates with Data Science Leads, ML System Engineering and Platform teams to

ensure the models are deployed in a scaled and optimized way. Additionally, ensure

support the post-production to ensure model performance degrades are proactively

managed.

• Play a lead role in spearheading the development effort of new standards (design

patterns, coding practices, orchestration patterns) and drive value and adoption across

the Data Science team

• Is considered an expert in the ML Ops and Model management space; brings together

business knowledge, architecture, resources, people, and technology to create more

effective solutions


Research, Evolve and Publish best practices:

• Research and operationalize technology and processes necessary to scale ML Ops

• Recommend model changes to optimize cloud spend.

• Ability to research and recommend MLOps best practices on new technologies,

platforms, and services.

• Drive ideation, design, and creation of new ML Architecture patterns in discussion with

the Enterprise Architecture team.

• MLOps pipeline improvement plan and suggestion.


Communication and Collaboration:

• Knowledge sharing with the broader analytics team and stakeholders.

• Communicate on the on-goings to embrace the remote and geographical culture.

• Ability to communicate the accomplishments, failures, and risks in timely manner.

• Knowledge sharing session with team for specific ML Ops topics. Coach and Mentor

junior ML members in the team.

• Foster a collaborative and innovative team environment. Contribute to the overall effort

to educate stakeholders on AI practices.

• Closely collaborates with the stakeholders on projects and data science leaders to ensure

practices are developed and enhanced to support accelerated analytic development and

maintainability.


Embrace a learning mindset:

• Continually invest in one’s knowledge and skillset through formal training, reading, and

attending conferences and meetups


Must - have technical skills and experience:

• Advanced degree in a quantitative field (CS, engineering, statistics, math, data science).

• Proven technical leadership in a large, complex matrixed organization.

• Relevant Machine Learning experience of 6+ years and overall 12+ years of Industry

experience.

• Experience in supervised ML algorithms, optimization, and performance tuning.

• Track record of producing machine learning models and production infrastructure at scale.

• Strong verbal and written communication skills including the ability to interact effectively

with colleagues of varying technical and non-technical abilities.

• Passionate about agile software processes, data-driven development, reliability, and

systematic experimentation.

• Passion for learning new technologies and solving challenging problems.

• Good understanding of CI, CD, TDD, and tools such as Jenkins.

• Strong understanding of orchestration frameworks such Airflow/Kubeflow/MLFlow.

• Agile software development experience such as Kanban and Scrum.

• Experience in software version control team practices and tools such as GIT and TFS.

• Expertise in Data Transformation and Manipulation through Big-Query/SQL

• Professional experience with Vertex AI and GCP Services.

• Strong proficiency in Python.


Good to have skills:

• GCP Machine Learning certification

• Understanding of CPG industry

• Exposure to Deep Learning/RL/LLMs

• Prior experience with CPG industry.

• Publications or contributions to the data science and AI community.

• Certifications in AI, machine learning, or related fields.


Please share your updated CV at

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