Associate Architect - ML Optimization
- Quantiphi Analytics
- 5 - 12 years
- Mumbai
- 4 months ago
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Job Description
While technology is the heart of our business, a global and diverse culture is the heart of our success. We love our people and we take pride in catering them to a culture built on transparency, diversity, integrity, learning and growth.
If working in an environment that encourages you to innovate and excel, not just in professional but personal life, interests you- you would enjoy your career with Quantiphi!
Experience : 5 + Years
Location : Mumbai/ Bangalore/ Trivandrum (Hybrid)
Must have skills:
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5+ years of relevant hands-on technical experience mathematical optimization techniques and implementing and developing cloud ML solutions on AWS.
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Experience in designing and implementing mathematical optimization models using Gurobi to address business challenges such as workforce scheduling, supply chain optimization, and resource allocation.
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Experience in utilizing combinatorial optimization techniques like branch and cut, branch and bound, and metaheuristics (e. g. , genetic algorithms, simulated annealing) to solve discrete optimization problems.
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Must be able to analyze complex business problems and identify opportunities for optimization, applying combinatorial optimization methods to discrete problems.
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Experience in monitoring and analyzing the performance of optimization models, identifying areas for improvement.
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Knowledge of a variety of machine learning techniques (Supervised/unsupervised etc. ) (clustering, decision tree learning, artificial neural networks, etc. ) and their real-world advantages/drawbacks.
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Hands-on experience on AWS Machine Learning services. Proven experience using AWS Sagemaker leveraging different types of data sources, Training jobs, real-time and batch Inference, and Processing Jobs.
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Implement and manage MLOps principles and best practices for ML architecture.
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Experience with at least one of the workflow orchestration tools, Airflow, StepFunctions, SageMaker Pipelines, Kubeflow etc.
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Ability to create end to end solution architecture for model training, deployment and retraining using native AWS services such as Sagemaker, Lambda functions, etc.
Good to have skills:
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Experience in dynamic pricing, price promotion and price optimization.
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Ability to collaborate with cross-functional teams such as Developers, QA, Project Managers, and other stakeholders to understand their requirements and implement solutions.
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Experience with software development.
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Able to effectively design software architecture as required .
If you like wild growth and working with happy, enthusiastic over-achievers, youll enjoy your career with us !
Job Classification
Industry: IT Services & ConsultingFunctional Area / Department: Engineering - Software & QARole Category: Software DevelopmentRole: Technical ArchitectEmployement Type: Full timeContact Details:
Company: Quantiphi AnalyticsLocation(s): Mumbai
Keyskills: Supply chain Solution architecture Neural networks Machine learning Resource allocation Workflow Scheduling Catering AWS Monitoring
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