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Full-Time

Staff Applied ML Scientist

Core ML

Updated on 10/17/2024

Illumio

Illumio

501-1,000 employees

Adaptive cybersecurity for enterprises' data protection

Cybersecurity

Compensation Overview

$204k - $245kAnnually

Senior

Sunnyvale, CA, USA

Hybrid position requiring 3 days a week in the office.

Category
Applied Machine Learning
Deep Learning
Natural Language Processing (NLP)
AI & Machine Learning
Required Skills
Data Structures & Algorithms
Pytorch
Requirements
  • 5+ years of experience with a Masters Degree or relevant experience. PhD is preferred
  • Proficiency in modeling large scale data and leveraging state of the art models such as Llama 3 and GNNs/Graph Transformers to generate embeddings
  • Fine-tuning on downstream tasks like recommendations and anomaly detection
  • Comprehensive grasp on machine learning fundamentals and deep learning algorithms
  • Building 0->1 ML products, transitioning initial prototypes to production-ready large-scale machine learning models
  • Production-ready model building experience with PyTorch, PyG, DGL or other graph learning frameworks
Responsibilities
  • Utilize the state-of-the-art LLM and Graph Learning algorithms to generate important insights for users to enforce policy
  • Pretrain language models and generate embedding representations for multi-label predictions
  • Perform fine-tuning of open source local LLM models to improve the responses for users and handle complex queries
  • Leverage embeddings for downstream tasks on dynamic temporal graph structures
  • Devise and run experiments to measure model performance on large-scale data
  • Proactively contribute to a new team and product domain, offering strategic insight into state-of-the-art machine learning techniques that can shape the roadmap and vision for the product

Illumio specializes in cybersecurity solutions aimed at large enterprises and organizations that need strong data protection and network security. Its main product, the Adaptive Security Platform (ASP), offers visibility, security, and encryption for enterprise networks. The ASP helps businesses prevent cyber threats by using a method called micro-segmentation, which divides networks into smaller sections to limit the spread of potential breaches. This means that if one part of the network is attacked, the rest can remain secure. Illumio operates on a subscription-based model, allowing clients to pay for ongoing access to its services, which ensures consistent revenue and the ability to regularly update its offerings. The company is recognized for its effective cybersecurity measures and has received several awards for its products, establishing a strong reputation in the tech industry.

Company Stage

Series F

Total Funding

$557M

Headquarters

Sunnyvale, California

Founded

2013

Growth & Insights
Headcount

6 month growth

9%

1 year growth

27%

2 year growth

27%
Simplify Jobs

Simplify's Take

What believers are saying

  • Illumio's continuous innovation, such as AI-powered auto-labeling, enhances its platform's efficiency and ease of deployment, making it attractive for large enterprises.
  • Strategic partnerships with companies like Wiz and Ignition expand Illumio's market reach and enhance its technological capabilities.
  • Recognition and accolades for its security solutions and leadership bolster Illumio's reputation and attractiveness as an employer.

What critics are saying

  • The competitive cybersecurity market requires Illumio to continuously innovate to maintain its edge over rivals.
  • Dependence on large enterprises means that economic downturns or budget cuts in these organizations could impact Illumio's revenue.

What makes Illumio unique

  • Illumio's Adaptive Security Platform (ASP) leverages micro-segmentation to limit the spread of breaches, a unique approach compared to traditional perimeter-based security solutions.
  • The company's focus on Zero Trust Segmentation (ZTS) and AI-driven automation for labeling and policy management sets it apart in the cybersecurity landscape.
  • Illumio's strong emphasis on cloud security, as evidenced by its CloudSecure platform, addresses the growing need for robust protection in hybrid and multi-cloud environments.

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Benefits

HSA

Health Reimbursement Account

Wellness Program

Fitness Subsidies

Health Insurance

Dental Insurance

Vision Insurance

Life Insurance

Short-Term Disability

Long-Term Disability

FSA

Leave of Absence

Paid Holidays

Unlimited Vacation

Paid Family Leave

Paid Vacation

Personal/Sick Days

Company Equity

401(k)

Performance Bonus

Promote from Within

Lunch and Learns

Work Visa Sponsorship

Leadership Training Program

Commuter Benefits Program

Casual Dress

Pet-Friendly Office

Happy Hours

Snacks

Some Meals Provided

Diversity, Equity, and Inclusion Program

Flexible Work Hours

Remote Work Opportunities

Hybrid Work Opportunities

On-Site Cafeteria

Work-From-Home Stipend