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Full-Time

Sr. Machine Learning Engineer

Posted on 8/5/2024

Illumio

Illumio

501-1,000 employees

Adaptive cybersecurity for enterprises' data protection

Cybersecurity

Compensation Overview

$178k - $205kAnnually

Senior, Expert

Sunnyvale, CA, USA

Hybrid position requiring 3 days a week in the office.

Category
Applied Machine Learning
Natural Language Processing (NLP)
AI & Machine Learning
Required Skills
Microsoft Azure
Natural Language Processing (NLP)
Requirements
  • Proficiency in GPT/OpenAI API and prompt engineering
  • Comprehensive grasp on Natural Language Processing techniques
  • Experience in implementing Retrieval-Augmented Generation (RAGs) to leverage structured and unstructured data
  • Hands-on model building with Hugging Face, LangChain or other production-ready frameworks
Responsibilities
  • Employ state-of-the-art pre-trained LLM/Azure Open AI models to build the conversational interface for our customers to analyze, summarize information and interact with Illumio's UI/APIs
  • Perform fine-tuning of open source local LLM models to improve the responses for users and handle complex queries
  • Devise and run experiments with NLP preprocessing and other techniques to improve the performance of models on accurate code generation
  • Collaborate with seasoned machine learning, full-stack and cybersecurity engineers to deploy large-scale models to production
  • Proactively contribute to cultivating a new team and product domain, offering strategic impetus shaping 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.

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

INACTIVE