Abnormal Security
Abnormally-Precise, Cloud-Native Email Security
Detection Machine Learning Manager
Machine Learning EngineerMachine Learning EngineerFull TimeRemoteTeam 501-1,000H1B SponsorCompany SiteLinkedIn
Location
United States
Posted
101 days ago
Salary
$214.2K - $252K / year
5 yrs expEnglish
Job Description
• Own the execution success of the quarterly roadmap for the Attack Detection team; engage continuously with the Tech Leads to help adjust and prioritize current roadmap items according to the team’s charter and company priorities.
• Deliver on:
• Extremely high recall detector engine in an adversarial environment using model based as well as heuristic detectors.
• Automated model retraining pipelines based continuous ML deployment system to automatically ‘learn’ from new patterns.
• Text based signal models to capture and model suspiciousness of email content in multiple languages.
• Own both directly customer impacting metrics and system metrics and able to work with the team to proactively identify new attacks and repair degradations:
• Recall ie False Negative metrics for our customer base across various attack types.
• Overall attack and precision metrics for highly flagging generalized ML models.
• Automation metrics for responses to customer specific requirements
• Own the machine learning feature consumption layer for both message metadata/content and current/historical user behavior type of signals and and systems and processes to continuously incorporate new features types into existing and new ML models.
• Drive processes to enable the team to deliver on projects that are set by TLs as part of the technical roadmap.
• Manage the quarterly roadmap updates, project time estimates, weekly sprint planning, day-to-day standups
• Identify risks on project delivery (technical, operational, dependency risks) and escalate to appropriate technical leads
• Able to assess progress in a metrics-oriented manner
• Provide continuous feedback
• Responsible for mentoring and growing the engineers on the team by providing constructive feedback at regular intervals to help them successfully execute high impact projects.
• Drive Stakeholder alignment : Collaborate with the platform and infrastructure initiatives on company wide initiatives to help increase efficiency, customer adoption and engineer effectiveness goals.
Job Requirements
- 2+ years experience of managing data driven (ML) product teams running at large scale data ( 100M+ ) and ability to guide a team technically in this respect.
- 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.
- 4+ years of hands-on experience in building and safely shipping backend heavy product ML adjacent systems at high velocity.
- Ability to understand business requirements thoroughly and bias toward guiding the team to build a simplest yet generalizable ML model / system that can accomplish the goal.
- Metrics driven culture: Has led a team of engineers in building out systems and displayed the ability to define metrics of excellence and setup processes to continuously monitor and maintain high standards on metrics.
- Be Customer obsessed: Worked with multiple stakeholders to gather requirements and then prioritize and balance against the team's roadmap.
- Set High standards - sets high standards and expectations for project execution for themselves and the whole team.
Benefits
- Bonus eligibility
- Restricted stock units (RSUs)
- Benefits
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