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Looking for Machine Learning Engineer MLOps & GCP at Basking Ridge, New Jersey, USA
Email: [email protected]
From:

Dinesh,

Rurisoft LLC

[email protected]

Reply to:   [email protected]

Machine Learning Engineer MLOps & GCP

Location: Basking Ridge, NJ (Hybrid, 3days a week)

Responsibilities
:

Deploy the ML models developed by data scientists in the production systems using GCP, BigQuery, and Airflow

Collaborate with data scientists to seamlessly integrate model code (Python/PySpark) into the MLOps workflow.

Resource and code Optimization of the ML model prediction scoring pipelines in GCP ecosystem so that the models run within the defined SLA

Debug the ML model scoring failures for code and resource issues

Orchestrate the model scoring pipelines using Cloud Composer

Deploy Auto-ML solutions in the production systems

Implement model performance monitoring (LIFT, ROC, Accuracy, and so), model stability monitoring, and feature/concept drift monitoring for all the new models

Implement modernization practices such as observability and explainability for enhanced model monitoring and interpretability.

Work closely with Responsible AI teams to ensure ethical AI principles and incorporate fairness, transparency, and accountability.

Utilize Jenkins and GitLab for effective code management and version control.

Leverage Vector DB(Milvus or any other), and LLM services in order to deploy LLM modelsQualifications
:

8+ years of proven experience in AI/ML Engineering and minimum of 2 to 3 years of experience in GCP ecosystem is a must

Master's or Bachelor's in Computer Science or in related fields; Concentration in Data Science is good to have

Strong expertise in MLOPs best practices, CICD, and orchestration

Basic to intermediate understanding on the working mechanism of each of the following: Classification (Random Forest, xgboost, catboost), Regression (Linear, Lasso, Ridge), Recommendation systems, dimensionality reduction techniques, deep learning (Neural Networks), and LLMs

Proficient in PySpark and Python programming and GitLab for code management.

Excellent communication skills for effective collaboration.

Candidates holding Certification in Google Cloud and in Data Science are highly encouraged

Keywords: artificial intelligence machine learning database New Jersey
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Wed Feb 07 00:17:00 UTC 2024

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Location: Basking Ridge, New Jersey