Machine Learning Engineer

Job title: Machine Learning Engineer

Company: Procore Technologies

Job description: Job DescriptionWe’re looking for a talented Machine Learning Engineer to join Procore’s Product & Technology Team. Procore software solutions aim to improve the lives of everyone in construction and the people within Product & Technology are the driving force behind our innovative, top-rated global platform. We’re a customer-centric group that encompasses engineering, product, product design and data, security and business systems.As Machine Learning Engineer, you will help evolve our platform to support hundreds of models. In this role, you will implement the set of services needed to release AI and data science models capable of working with TB of data. This includes model related features like one time and ongoing automatic model training, deploying, and monitoring models, as well as platform related features such as model repository, feature stores, data access layer.This position will report to the Director, Software Engineering, and is based in our Austin, TX, office. We’re looking for someone to join us immediately.What you will do:Checking deployment pipelines for ML models.Review Code changes and pull requests from the data science team.Triggers CI/CD pipelines after code approvals.Monitors pipelines and ensures all tests pass and model artifacts are generated/stored correctly.Deploys updated models to prod after pipeline completion.Works closely with the software engineering and DevOps team to ensure smooth integration.Containerize models using Docker and deploy on cloud platforms (like AWS/GCP/Azure).Set up monitoring tools to track various metrics like response time, error rates, and resource utilization.Establish alerts and notifications to quickly detect anomalies or deviations from expected behavior.Collaborate with the data science team to develop updated pipelines to cover any faults and Analyze monitoring data, log, files, and system metrics.Documenting and troubleshoots, changes, and optimization.Work alongside our Product, UX, and Prototype Engineering teams, you’ll leverage your experience and expertise in the AI space to influence our product roadmap, developing innovative solutions that add additional capabilities to our product suiteWhat you have:

• 2+ years of experience in a Data/ML Engineer role with a degree in Computer Science, Information Systems or another quantitative field or equivalent relevant experience.

Proficiency in programming languages, such as , Java, and C++Experience building data pipelines (in Real-time and batch) on large complex datasets using Spark or Flink frameworksExperience with AWS services including EC2, S3, Glue, EMR, RDS, Snowflake, Elastic Search, Cassandra and Data pipeline/streaming tools (Airflow, NiFi, Kafka)You must have hands-on experience developing large-scale distributed, fault tolerant and scalable data processing systems capable of processing terabytes of structured and unstructured data via batch with Spark, or streaming with Flink or Kafka Streams.You must have worked with data scientists and can speak knowledgeably about the major machine learning paradigms, algorithms, and software tools, and can translate data science problem statements into corresponding data, infrastructure, or workflow needs.Must Have a good grasp of CI/CD pipelines using Jenkins, IaC (Infrastructure-as-code) tools (like Terraform, CloudFormation)Must Have experience in working with relational and non-relational databases, data warehousing, and data streaming frameworks (think Apache Kafka/Spark/SQL)You must be familiar with Python ML (Pyspark, Python libraries: setup tools, pytest and pytest mocking for unit testing, mypy, pylint, sonarqube for code quality) and at least one high concurrency language as Java, Elixir, , Python, or GolangAdditional InformationBase Pay Range $124,800 – $171,600. Eligible for Bonus Incentive Compensation. Procore is committed to offering competitive, fair, and commensurate compensation, and has provided an estimated pay range for this role. Actual compensation will be based on a candidate’s job-related skills, experience, education or training, and location.Perks & BenefitsAt Procore, we invest in our employees and provide a full range of benefits and perks to help you grow and thrive. From generous paid time off and healthcare coverage to career enrichment and development programs, about what we offer and how we empower you to be your best.About UsProcore Technologies is building the software that builds the world. We provide cloud-based construction management software that helps clients more efficiently build skyscrapers, hospitals, retail centers, airports, housing complexes, and more. At Procore, we have worked hard to create and maintain a culture where you can own your work and are encouraged and given resources to try new ideas. Check us out on to see what others are saying about working at Procore.We are an equal-opportunity employer and welcome builders of all backgrounds. We thrive in a diverse, dynamic, and inclusive environment. We do not tolerate discrimination against employees on the basis of age, color, disability, gender, gender identity or expression, marital status, national origin, political affiliation, race, religion, sexual orientation, veteran status, or any other classification protected by law.If you’d like to stay in touch and be the first to hear about new roles at Procore, join our .

Expected salary: $124800 – 171600 per year

Location: Austin, TX

Job date: Sun, 14 Jul 2024 03:34:23 GMT

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