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Machine Learning Developer

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Autodesk

2mo ago

  • Job
    Full-time
    Mid Level
  • Data
    IT & Cybersecurity
  • Toronto
  • Quick Apply

AI generated summary

  • You need 3+ years in ML, strong coding in Python/C++, experience in TensorFlow/PyTorch, VFX/games knowledge, and a BSc./MSc./PhD in AI/ML. Familiarity with deep learning and statistical methods is essential.
  • You will support research teams, process data, analyze model errors, enhance ML models, conduct training, and collaborate with developers to implement AI solutions in various software products.

Requirements

  • 3+ years of experience applying machine learning algorithms and libraries to business problems
  • Understanding of fundamental CS algorithms
  • Skilled with data modelling, data architecture and network architectures, process automation, batch processing, artefact check-pointing, resilience management
  • Coding skills in Python and/or C++
  • Experience with TensorFlow, PyTorch (or other standard deep learning frameworks)
  • BSc. in a related AI/ML discipline, such as Computer Science, Mathematics, Statistics, Physics (or similar)
  • Experience of VFX or Games production
  • Background in statistical methods for Machine Learning
  • Deep Learning techniques (Network architectures, regularization techniques, learning techniques, loss-functions, optimization strategies)
  • Diffusion models
  • Advanced university degree in a related AI/ML field (PhD or MSc.)
  • Experience working with newly forming concepts and ideas

Responsibilities

  • Support our research teams with building experimental pipelines and prototypes
  • Handle data processing and preparation at scale
  • Analyze model errors and design strategies for mitigation
  • Implement and enhance new ML models and AI techniques
  • Conduct model training and hyperparameter tuning
  • Work with our development teams to implement AI solutions across a variety of software products

FAQs

What is the job title for this position?

The job title is Machine Learning Developer.

What team within Autodesk is hiring for this role?

The Media and Entertainment team is hiring for this role.

What will be the primary responsibilities of the Machine Learning Developer?

The primary responsibilities include supporting research teams with experimental pipelines, handling data processing at scale, analyzing model errors, implementing and enhancing ML models, conducting model training, and working with development teams to implement AI solutions.

What is the minimum years of experience required for this position?

A minimum of 3 years of experience applying machine learning algorithms and libraries to business problems is required.

What programming languages should candidates be skilled in?

Candidates should have coding skills in Python and/or C++.

Are there any preferred qualifications for this role?

Yes, preferred qualifications include experience in VFX or Games production, a background in statistical methods for Machine Learning, knowledge of Deep Learning techniques, experience with diffusion models, an advanced degree in a related AI/ML field, and experience working with newly forming concepts.

Is there a specific educational background required for this position?

Yes, a BSc. in a related AI/ML discipline, such as Computer Science, Mathematics, Statistics, or Physics, is required.

What frameworks should candidates have experience with?

Candidates should have experience with TensorFlow, PyTorch, or other standard deep learning frameworks.

Is diversity and inclusion a focus for Autodesk?

Yes, Autodesk is proud of cultivating a culture of belonging and an equitable workplace where everyone can thrive.

Will the candidates have the opportunity for career growth within Autodesk?

Yes, Autodesk encourages employees to realize their potential and offers opportunities for career growth.

What type of compensation package does Autodesk offer?

Autodesk offers a competitive compensation package that includes base salary, discretionary annual cash bonuses, commissions for sales roles, stock or long-term incentive cash grants, and a comprehensive benefits package.

How is the salary determined for this position?

Salary offers are based on the candidate’s experience and geographic location.

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Autodesk

How the world gets designed and made. #MakeAnything

Technology
Industry
10,001+
Employees
1982
Founded Year

Mission & Purpose

Autodesk is changing how the world is designed and made. Our technology spans architecture, engineering, construction, product design, manufacturing, media, and entertainment, empowering innovators everywhere to solve challenges big and small. From greener buildings to smarter products to more mesmerizing blockbusters, Autodesk software helps our customers to design and make a better world for all. Over 100 million people use Autodesk software like AutoCAD, Revit, Maya, 3ds Max, Fusion 360, SketchBook, and more to unlock their creativity and solve important design, business and environmental challenges. Our software runs on both personal computers and mobile devices and taps the infinite computing power of the cloud to help teams around the world collaborate, design, simulate and fabricate their ideas in 3D. We provide exceptional compensation/benefit packages and we’d love for you to join us. We’re proud to be an equal opportunity employer and we consider all qualified applicants without regard to race, gender, disability, veteran status or other protected category. To see our culture in action, check out #AutodeskLife. We are headquartered in the San Francisco Bay Area and have more than 10,000 employees worldwide.