Full-Time

Deep Learning System Optimization Engineer

Posted on 7/31/2024

Snowflake

Snowflake

5,001-10,000 employees

Data management and analytics platform

Data & Analytics
Enterprise Software
AI & Machine Learning

Senior

Bellevue, WA, USA

Category
Deep Learning
AI & Machine Learning
Required Skills
Python
CUDA
Git
Requirements
  • Bachelor’s degree in Computer Science, Electrical Engineering, or a related field. A Master’s degree or PhD is preferred.
  • 5 years of experience in GPU kernel optimization, deep learning system optimization, or high-performance computing (HPC).
  • Proficiency in programming languages such as C/C++ and Python.
  • Strong understanding of GPU architectures and experience with CUDA or similar frameworks.
  • Experience with profiling tools (e.g., nvprof, Nsight) and performance analysis methodologies.
  • Solid problem-solving skills and ability to debug complex performance issues.
  • Experience with version control systems (e.g., Git) and collaborative development practices.
  • Excellent communication skills and ability to work effectively in a cross-functional team environment.
Responsibilities
  • Analyze and optimize GPU kernel performance for deep learning models.
  • Develop and implement strategies to enhance the efficiency and scalability of deep learning systems.
  • Profile and benchmark deep learning systems using tools and techniques to identify bottlenecks.
  • Design and implement optimizations to reduce latency and improve resource utilization for training and inference.
  • Build a strong system foundation for Snowflake Arctic by interacting with model scientists for model-system co-development.
  • Stay updated with the latest advancements in GPU kernel optimization, deep learning, and LLM system development.
  • Publish their innovations, optimizations, and engineering practices in technical blogs, top-tier conferences and journals.

Snowflake provides a platform called the AI Data Cloud that helps organizations manage and analyze their data. This platform allows users to store and process large amounts of data efficiently, offering services like data warehousing, data lakes, data engineering, data science, and data sharing. Snowflake's system works by uniting data from different sources, enabling secure sharing and performing various types of analysis. What sets Snowflake apart from its competitors is its ability to operate seamlessly across multiple public clouds, allowing users to access their data from anywhere. The company's goal is to help businesses leverage their data for better decision-making by providing a flexible, subscription-based service that scales according to their needs.

Company Stage

IPO

Total Funding

$1.3B

Headquarters

Bellevue, Washington

Founded

2012

Growth & Insights
Headcount

6 month growth

8%

1 year growth

17%

2 year growth

42%
Simplify Jobs

Simplify's Take

What believers are saying

  • Acquisition of Datavolo enhances Snowflake's open data integration capabilities.
  • Investment in Hex supports no-code tools, broadening user engagement in data analytics.
  • Expansion of Snowflake Native Apps into new verticals shows platform versatility and scalability.

What critics are saying

  • Integration challenges from Datavolo acquisition may disrupt operations and customer service.
  • Increased competition from Mistral AI could challenge Snowflake's position in AI-driven solutions.
  • Financial pressure from $2.0 billion convertible notes could affect Snowflake's stability.

What makes Snowflake unique

  • Snowflake offers a unified platform for diverse data workloads, enhancing data mobilization.
  • The company's AI Data Cloud provides near-unlimited scale, concurrency, and performance.
  • Snowflake's seamless multi-cloud experience ensures efficient data operations across various locations.

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Benefits

We've got your back - We offer comprehensive health insurance plans, health savings accounts, robust retirement plans, and generous life and disability insurance.

A Balanced Lifestyle - All Snowflakes have access to our weekly online lunch and learns, virtual workout classes, and ergonomic work-from-home equipment. We offer on-demand mental health and wellness programs to support our employees and their families.

Your People Matter - Help offset the cost of growing your family with our fertility benefits and family planning resources. Count on our generous time-off and various leave plans for you to rest, refuel, and sustain a great work-life balance.

Global Snowflake Team - No matter where you are in the world, we will get you connected and supported with a work-from-home setup.

Treat Yourself - Personalize your Snowflake benefits by tapping into our employee discounts and pre-tax selections.

Invest In Your Future - Eligible employees enjoy new hire equity, Employee Stock Purchase Plan (ESPP), and a quarterly bonus or commission program.

INACTIVE