Principal Software Engineer, AI/ML Platform Specialist

4 weeks ago

Old Toronto, Ontario, Canada Autodesk Full time

Job Title: Principal Software Engineer, AI/ML Platform

Job Summary:

We are seeking a highly skilled Principal Software Engineer to lead the development of our next-generation AI/ML platform. As a key member of our team, you will design and engineer software systems for the AI/ML Platform, contributing to the full ML development lifecycle. Your expertise in scalable system design, distributed software architecture, and big data technologies will enable you to automate and streamline ML development processes, fostering efficiency and effectiveness.

Responsibilities:

  • Design and Engineering: Lead the design and engineering of software systems for the AI/ML Platform, contributing to the full ML development lifecycle.
  • Automation and Streamlining: Identify and implement opportunities to automate and streamline ML development processes, fostering efficiency and effectiveness.
  • Workflow Automation: Develop comprehensive systems to automate and optimize laborious processes, integrating them seamlessly into our platform to streamline operations.
  • ML Solution Deployment: Develop tools for building and deploying ML artifacts in production environments, facilitating a smooth transition from development to deployment.
  • Big Data Management: Automate and orchestrate tasks related to managing big data transformation and processing, building large-scale data stores for ML artifacts.
  • Scalable Services: Design and implement low-latency, scalable prediction, and inference services to support the diverse needs of our users.
  • Cross-Functional Collaboration: Collaborate across diverse teams, including machine learning researchers, developers, product managers, software architects, and operations, fostering a collaborative and cohesive work environment.
  • Architectural Leadership: Take ownership of critical components of the platform, providing architectural direction, and contributing to the overall success of the AI/ML Platform.

Requirements:

  • BSc in Computer Science, or equivalent practical experience.
  • Over 8 years of experience in software development and engineering, with a solid record of delivering production systems and services.
  • Expertise in programming languages such as Python, Java, Go, scripting languages, and SQL.
  • Demonstrated problem-solving skills with the ability to break down problems into manageable components.
  • In-depth experience with Amazon AWS (Amazon Web Services) or Azure cloud technologies.
  • Excellent track record in scalable system design and distributed software architecture.
  • In-depth experience working with big data technologies, including NoSQL, Hadoop, Spark, Hive, and data pipelines.
  • Strong expertise in data platforms, encompassing the design and implementation of scalable and efficient data storage, retrieval, and processing systems.
  • Excellent communication and collaboration skills, fostering teamwork and effective information exchange.
  • Familiarity with agile development methodologies, including CI/CD & test-driven development.
  • Working knowledge with cloud data processing, training, deployment, or operations, such as Snowflake or Databricks.
  • Working knowledge of cloud networking principles and their security implications for organizations holding sensitive data.

Preferred Qualifications:

  • Exposure to deploying ML-enabled projects and solutions to production environments.
  • Familiarity with Machine Learning Operations practices.
  • Exposure to open-source Large Language Models on Hugging Face like Llama & Mixtral.
  • Exposure to ML libraries such as PyTorch, TensorFlow, XGBoost, Pandas, and ScikitLearn.
  • Exposure to statistical analysis.
  • Past collaboration with data scientists and researchers.
  • Hands-on experience building on Kubernetes-centric infrastructure and CI/CD processes.
  • Hands-on experience automating vulnerability fixes and working with security teams at large enterprise companies.

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