Internship

Intern – Large Deep Learning Model Optimization

Posted on 11/26/2024

Autodesk

Autodesk

10,001+ employees

Software solutions for design and engineering

Enterprise Software
Social Impact
Design
Entertainment

Company Historically Provides H1B Sponsorship

Toronto, ON, Canada

Internship runs for 12 weeks (May 5 – August 22).

Category
Applied Machine Learning
Deep Learning
AI & Machine Learning
Required Skills
Python
Tensorflow
Pytorch

You match the following Autodesk's candidate preferences

Employers are more likely to interview you if you match these preferences:

Degree
Experience
Requirements
  • Currently pursuing a Master's or PhD in Computer Science, Artificial Intelligence, Machine Learning, or a related field
  • Hands-on experience with deep learning model optimization for inference and training
  • Proficiency in using frameworks and tools such as PyTorch, TensorFlow, TensorRT, or similar libraries
  • Strong programming skills in Python and familiarity with techniques like quantization, mixed precision training, and distributed training strategies
Responsibilities
  • Analyze deep learning models in production and training environments to identify bottlenecks in inference and training times
  • Explore and implement optimization techniques such as quantization, batch inference, model partitioning, and caching
  • Investigate methods to accelerate training workflows, including mixed precision training, gradient accumulation, and distributed training
  • Evaluate the trade-offs between speed, accuracy, and resource usage for different optimization strategies
  • Utilize tools and libraries like TensorRT, PyTorch Distributed, and asynchronous processing frameworks to enhance performance
  • Document findings and provide actionable recommendations for integrating optimized models into production and training pipelines

Autodesk provides software solutions for design, engineering, and entertainment industries. Its products help professionals like architects, engineers, and media creators to efficiently create and manage projects. Autodesk's software includes tools for design and project management, which can be accessed through licenses and subscriptions, including cloud-based options. Unlike many competitors, Autodesk focuses on continuous product development and strategic acquisitions to enhance its offerings, such as cloud-based estimating and digital tools for the entertainment sector. The company's goal is to support creativity and efficiency in project management while promoting sustainability and social impact through various initiatives.

Company Stage

IPO

Total Funding

N/A

Headquarters

San Francisco, California

Founded

1982

Growth & Insights
Headcount

6 month growth

0%

1 year growth

0%

2 year growth

0%
Simplify Jobs

Simplify's Take

What believers are saying

  • Growing demand for sustainable building practices boosts Autodesk's energy-efficient design tools.
  • 5G expansion enhances Autodesk's cloud-based collaboration and real-time data sharing capabilities.
  • AI integration in media transforms content creation, benefiting Autodesk's recent acquisitions.

What critics are saying

  • Emerging 3D modeling platforms like Sloyd challenge Autodesk's market share.
  • Fragmented data in AECO industry may lead to inefficiencies for Autodesk's clients.
  • Rapid market expansion may strain Autodesk's resources and integration capabilities.

What makes Autodesk unique

  • Autodesk leads in cloud-based design solutions for architecture, engineering, and entertainment industries.
  • Strategic acquisitions like Wonder Dynamics enhance Autodesk's AI-driven content creation capabilities.
  • Autodesk's investment in GAMMA AR strengthens its position in AR-enhanced construction tools.

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Benefits

Flexible Work Hours

Remote Work Options

Professional Development Budget

INACTIVE