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Data Science Platform Developer
1 week ago
Job Summary:
Talpro is seeking an experienced Machine Learning Platform Engineer to join our team. As a Machine Learning Platform Engineer, you will play a critical role in designing, building, and maintaining the infrastructure and pipelines that power our machine learning models and data processing workflows.
Main Responsibilities:
- Develop robust and efficient code for machine learning models and data pipelines using Python and associated frameworks.
- Build infrastructure as code using tools such as Terraform or equivalent, ensuring scalable and reliable deployment of resources.
- Design and implement CI/CD pipelines using technologies like Tekton, Jenkins, GitActions, or GCP Cloud Functions, ensuring smooth and automated software delivery.
- Develop API services to enable seamless integration of machine learning models and pipelines into various applications and platforms.
- Take MVP/PoC solutions and elevate them to production-level services and mature products.
- Conduct end-to-end testing across all stages of development to ensure first-time-right implementations.
- Manage deployment platforms for various machine learning models, ensuring modularity and efficiency.
- Integrate machine learning features into large-scale products and platforms, collaborating with cross-functional teams.
- Create and manage large-scale data transformation pipelines, enabling efficient data processing and analysis.
- Orchestrate pipelines using tools like Airflow and Kubeflow, both for structured and unstructured data workflows.
- Develop an EDA (Exploratory Data Analysis) automation framework that can be leveraged at scale for data insights.
Requirements:
- Minimum of 3+ years of hands-on experience in Google Cloud Platform (GCP) with expertise in components such as Astronomer, SQL, Pyspark, Scikit, Github, and VertexAI.
- At least 3+ years of experience in Python programming, with a strong understanding of its libraries and frameworks.
- Proven ability to convert complex requirements into practical technical solutions.