ML Architect (with Data Experience)

1 Month ago • 5 Years + • Data Analyst • DevOps

Job Summary

Job Description

GT seeks an experienced ML Architect with data expertise to design and enhance AI/ML solutions and data architectures. Responsibilities include leading project discovery phases, gathering requirements, assessing feasibility, defining solutions, reviewing existing product architecture, transforming business features into technical requirements, SOW estimation and planning, providing data-driven insights, designing and maintaining the product ecosystem's architecture, developing architectural blueprints, defining coding standards, conducting architecture reviews, and collaborating with stakeholders. The role demands experience in data architecture, AI/ML, cloud-based data engineering, large-scale data engineering solutions (AWS, Azure, or GCP), Apache Spark, Databricks, ML/Deep Learning frameworks (PyTorch, TensorFlow), data warehousing, ETL, real-time data streaming, open-source tools, and architectural patterns. Experience with chatbots is a plus. Strong communication skills are essential.
Must have:
  • 5+ years data architecture/AI/ML experience
  • Cloud data engineering (AWS, Azure, GCP)
  • Apache Spark/Databricks experience
  • ML/DL frameworks (PyTorch, TensorFlow)
  • Data warehousing, ETL, real-time streaming
  • Strong communication skills
Good to have:
  • Relevant certifications (AWS, GCP, Azure)
  • Specific database technologies (Snowflake, etc.)
  • Transformer architecture knowledge

Job Details

GT was founded in 2019 by a former Apple, Nest, and Google executive. GT’s mission is to connect the world’s best talent with product careers offered by high-growth companies in the UK, USA, Canada, Germany, and the Netherlands.

About the Role:

We are looking for an experienced ML Architect (with Data Experience) to design and improve AI/ML-driven solutions and data architectures. In this role, you will lead the discovery phase of projects, working closely with stakeholders to gather requirements, assess feasibility, and define high-level solutions.
Expected Involvement: +- 20 hrs/week.

Responsibilities:

  • Review the architecture of an existing product & plan potential improvements

  • Transform business features into technical requirements

  • SOW estimation and planning

  • Provide data-driven insights and visualizations of existing usage patterns

  • Design and maintain the foundational architecture of the Product Ecosystem, ensuring scalability and performance

  • Develop architectural blueprints and technical designs that adhere to best practices and industry standards

  • Define and enforce coding standards, code reviews, and quality assurance processes

  • Conduct architecture reviews to identify potential risks and mitigate technical debt

Essential knowledge, skills & experience:

  • 5+ years of experience in data architecture, AI/ML solutions, or cloud-based data engineering

  • Experience in data solution architecture and AI/ML integration in data platforms

  • Proven experience in designing and implementing large-scale data engineering solutions in cloud environments (AWS, Azure, or GCP)

  • Experience with Apache Spark, Databricks, or Azure solutions (or similar cloud-based data processing technologies)

  • Experience with ML and Deep Learning frameworks (e.g., PyTorch, Hugging Face, TensorFlow)

  • Experience with data warehousing, ETL processes, and real-time data streaming, with a focus on core data principles rather than specific database expertise

  • Familiarity with open-source technologies and tools in data engineering

  • Knowledge of architectural patterns and practices

  • Understanding of different types of ML model usage

  • Knowledge of Programming Languages: Python 

  • Experience in discovery phases (gathering requirements, planning, and assessing feasibility)

  • Experience with chatbots (development, integration, or optimization)

  • Customer-facing experience and strong communication skills with the ability to explain technical concepts to non-technical stakeholders on the client team.

Nice-to-have:

  • Relevant certifications (e.g.,AWS, GCP, or Azure)

  • Familiarity with specific database technologies such as Snowflake, Redshift, DuckDB, MongoDB/Atlas, Hive, etc.

  • Knowledge of Transformers architecture

Interview Steps:

  1. GT interview with Recruiter

  2. Technical interview

  3. Final interview

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