ML Solutions Architect

hace 2 días

Medellín, Antioquia, Colombia Provectus IT, Inc. A tiempo completo

About Provectus IT, Inc.

Provectus IT, Inc. helps companies adopt AI/ML to transform the ways they operate, compete, and drive value. The focus of the company is on building ML Infrastructure to drive end-to-end AI transformations, assisting businesses in adopting the right AI use cases, and scaling their AI initiatives organization-wide in such industries as Healthcare & Life Sciences, Retail & CPG, Media & Entertainment, Manufacturing, and Internet businesses.

Job Description:

As a Solutions Architect, you will be responsible for designing, planning, and implementing scalable, cloud-based, and on-premise data and ML architectures. You will collaborate with internal teams, clients, and stakeholders to build state-of-the-art solutions across Big Data, machine learning, and real-time analytics environments. Your role will focus on delivering high-quality, innovative solutions while adhering to best practices in architecture, security, and compliance.

Key Responsibilities:

  • Lead the design and implementation of data and AI/ML architecture solutions across cloud and on-premise platforms.
  • Lead complex customer engagements, providing strategic technical vision and aligning solutions with customer business goals.
  • Build and maintain strong relationships with key customer stakeholders, acting as a trusted technical advisor.
  • Lead technical workshops, training sessions, and presentations.
  • Define and execute data lifecycle processes: ingestion, storage, processing, and visualization.
  • Develop and maintain streaming data solutions using Lambda/Kappa architectures, Kafka, Spark, and Flink.
  • Collaborate with business units and stakeholders to align solutions with business goals.
  • Ensure solutions adhere to security, compliance, and architecture frameworks (e.g., AWS Well-Architected, GCP Architecture Framework).
  • Lead cross-functional teams, providing mentorship and guidance to technical talent.
  • Design and execute proofs of concept for emerging technologies like Generative AI, Machine Learning.
  • Drive MLOps best practices for scalable and maintainable machine learning pipelines.
  • Oversee data governance and data quality processes across platforms.
  • Stay updated with the latest technology trends and continuously improve the architecture strategy.

Requirements:

  • 7+ years of experience in solutions architecture, with a strong focus on Big Data and cloud platforms (AWS, GCP, Azure).
  • Excellent communication and problem-solving skills, with the ability to work across multiple projects and articulate complex technical concepts to both technical and non-technical audiences.
  • Technical sales or pre-sales experience with cloud, big data, and ML solutions.
  • Strong leadership and team collaboration abilities.
  • Strategic thinking with a focus on delivering measurable business value.
  • Proven ability to build strong relationships with customers and act as a trusted advisor.
  • Proficiency in data engineering and analytics, designing data pipelines and architectures using AWS, GCP, or Azure data stack.
  • Strong understanding of AI/ML concepts and experience integrating AI/ML components into solutions.
  • Proven experience with data lakes, data warehouses, and real-time data analytics.
  • Proficiency in Java, Python, and modern data technologies like Snowflake and Databricks.
  • Solid understanding of machine learning and MLOps tools (TensorFlow, PyTorch, SageMaker).
  • Demonstrated ability to lead and mentor cross-functional teams.
  • Familiarity with agile methodologies.

Nice to Have:

  • Experience in Generative AI implementations.
  • Proficiency with graph databases (Neo4j, AWS Neptune).
  • Hands-on experience with Kubernetes, Docker, and containerized applications.
  • Knowledge of data mesh principles and data contracts.
  • Operational knowledge of infrastructure deployment tools like AWS CDK, CloudFormation, and Terraform.

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