Abnormal Security
Abnormally-Precise, Cloud-Native Email Security
Machine Learning Engineer II
Machine Learning EngineerMachine Learning EngineerFull TimeRemoteTeam 501-1,000H1B SponsorCompany SiteLinkedIn
Location
United States
Posted
38 days ago
Salary
$168.3K - $198K / year
Bachelor Degree3 yrs expEnglishNumpyPandasPythonPy TorchScikit LearnSparkSQLTensorflow
Job Description
• Design and implement systems that combine rules, models, feature engineering, and business and product inputs into an email detection product, with senior engineer guidance.
• Understand features that distinguish safe emails from email attacks, and how our model stack enables us to catch them.
• Identify and recommend new features groups or ML model approaches that can significantly improve detection efficacy for a product. Work with infrastructure & systems engineers to productionize signals to feed into the detection system.
• Writes code with testability, readability, edge cases, and errors in mind.
• Train models on well-defined datasets to improve model efficacy on specialized attacks
• Actively monitor and improve FN rates and efficacy rates for our message detection product attack categories, through feature engineering, rules and ML modeling.
• Analyze FN and FP datasets to categorize capability gaps and recommend short term feature and rule ideas to improve our detection efficacy.
• Contribute in other areas of the stack: building and debugging data pipelines, or presenting results back to customers in our tools when the occasion arises
Job Requirements
- 3+ years experience designing, building and deploying machine learning applications in one of the domains of text understanding, entity recognition, NLP experience, computer vision, recommendation systems, or search.
- 1+ years of experience with writing stable and production level pipelines for model training and evaluation leading to reproducible models and metrics.
- Experience with data analytics and wielding SQL+pandas+spark framework to both build data and metric generation pipelines, and answer critical questions about system efficacy or counterfactual treatments.
- Ability to understand business requirements thoroughly and bias toward designing a simplest yet generalizable ML model / system that can accomplish the goal.
- Uses a systematic approach to debug both data and system issues within ML / heuristics models.
- Fluent with Python and machine learning toolkits like numpy, sklearn, pytorch and tensorflow.
- Effective software engineering skills who can find answers quickly from code base and writes structured, readable, well tested and efficient code.
- BS degree in Computer Science, Applied Sciences, Information Systems or other related engineering field.
Benefits
- At Abnormal AI, certain roles are eligible for a bonus, restricted stock units (RSUs), and benefits. Individual compensation packages are based on factors unique to each candidate, including their skills, experience, qualifications and other job-related reasons.
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