Machine Learning Developer

Redfin Redfin · Seattle · ON · Remote

Machine Learning Developer role focused on building the platform and frameworks for automated data-driven decision-making, including developing algorithms, training models, building services for model interaction and hosting, data analysis, pipeline development, and monitoring ML application performance. Requires a Master's degree or equivalent experience in a relevant field and preferred experience in ML libraries, large datasets, programming, Hadoop, Spark, and cloud platforms.

What you'd actually do

  1. design and develop the platform and frameworks that facilitate automated data-driven decision-making, gathers data, and determines statistical algorithms and models that a system can use to learn from experience, predict outcomes and make decisions.
  2. Collaborate with data scientists to develop algorithms and tools for training and running simulations
  3. Build services to interact with machine learning models through simulations
  4. Develop services that host the trained models and work with other application teams to integrate them into business processes
  5. Gather and analyze large datasets and develop data model pipelines

Skills

Required

  • Master’s degree in software development, computer science, algorithm design, artificial intelligence, or machine learning or equivalent experience

Nice to have

  • 1 year of experience in machine learning and using libraries such as Scikit-learn, TensorFlow, Caffe, Keras, etc.
  • 1 year of experience working with large datasets, structured and unstructured
  • 1 year of programming experience, including Java, Scala, C/C++, or Python
  • 1 year of experience with the Hadoop ecosystem (Apache Hive, Pig, HBase and Kafka)
  • 1 year of experience with distributed computing platforms, such as Spark, and user interface frameworks, such as Angular or React
  • 1 year of experience with cloud computing providers such as AWS or Azure
  • Ph.D. in software development, computer science, algorithm design, artificial intelligence, or machine learning or equivalent experience
  • Proficiency in the Microsoft Office suite
  • Strong object-oriented programming skills, including proficiency in Java, Scala, C/C++ or Python
  • Knowledge of big data

What the JD emphasized

  • Master’s degree in software development, computer science, algorithm design, artificial intelligence, or machine learning or equivalent experience
  • 1 year of experience in machine learning and using libraries such as Scikit-learn, TensorFlow, Caffe, Keras, etc.
  • 1 year of experience working with large datasets, structured and unstructured
  • 1 year of programming experience, including Java, Scala, C/C++, or Python
  • 1 year of experience with the Hadoop ecosystem (Apache Hive, Pig, HBase and Kafka)
  • 1 year of experience with distributed computing platforms, such as Spark, and user interface frameworks, such as Angular or React
  • 1 year of experience with cloud computing providers such as AWS or Azure

Other signals

  • develop algorithms and tools for training
  • Build services to interact with machine learning models
  • Develop services that host the trained models
  • Gather and analyze large datasets
  • Develop data model pipelines
  • Develop algorithms that drive automated data-driven decision-making
  • Build the tools for monitoring the performance of machine learning applications