Expertise in Python and ML frameworks (PyTorch, Transformers, scikit-learn). * Experience with ... Experience with developer workflow and productivity measurement frameworks. Preferred ...
Expertise in Python and ML frameworks (PyTorch, Transformers, scikit-learn). * Experience with ... Experience with developer workflow and productivity measurement frameworks. Preferred ...
High proficiency in PyTorch, including model building and basic optimization. * Strong general programming skills, with practical experience handling concurrency, threading, and memory management.
High proficiency in PyTorch, including model building and basic optimization. * Strong general programming skills, with practical experience handling concurrency, threading, and memory management.
Generative AI Engineer
Toronto, ON · On-site
... or PyTorch and optimizing performance on diverse hardware platforms. * Train and evaluate ... Work closely with software and DevOps engineers to deploy GenAI models. * Document code, algorithms ...
Quick apply
Generative AI Engineer
Toronto, ON · On-site
... or PyTorch and optimizing performance on diverse hardware platforms. * Train and evaluate ... Work closely with software and DevOps engineers to deploy GenAI models. * Document code, algorithms ...
We are seeking a Principal Software Engineer to serve as the senior technical leader for ROCm ... AI/ML frameworks (PyTorch, TensorFlow, JAX, Triton, vLLM) * HPC runtimes and communication ...
We are seeking a Principal Software Engineer to serve as the senior technical leader for ROCm ... AI/ML frameworks (PyTorch, TensorFlow, JAX, Triton, vLLM) * HPC runtimes and communication ...
We are seeking a Principal Software Engineer to serve as the senior technical leader for ROCm ... AI/ML frameworks (PyTorch, TensorFlow, JAX, Triton, vLLM) * HPC runtimes and communication ...
We are seeking a Principal Software Engineer to serve as the senior technical leader for ROCm ... AI/ML frameworks (PyTorch, TensorFlow, JAX, Triton, vLLM) * HPC runtimes and communication ...
Senior Deep Learning Engineer
Toronto, ON · On-site +1
$130K - $180K/yr
We're seeking top-notch engineers to join our team. As part of our group, you'll collaborate with ... Proficiency in deep learning frameworks like Tensorflow and/or PyTorch * Experience with CNNs ...
Quick apply
Senior Deep Learning Engineer
Toronto, ON · On-site +1
$130K - $180K/yr
We're seeking top-notch engineers to join our team. As part of our group, you'll collaborate with ... Proficiency in deep learning frameworks like Tensorflow and/or PyTorch * Experience with CNNs ...
Senior Deep Learning Engineer
Toronto, ON · On-site +1
$130K - $180K/yr
We're seeking top-notch engineers to join our team. As part of our group, you'll collaborate with ... Proficiency in deep learning frameworks like Tensorflow and/or PyTorch * Experience with CNNs ...
Quick apply
Senior Deep Learning Engineer
Toronto, ON · On-site +1
$130K - $180K/yr
We're seeking top-notch engineers to join our team. As part of our group, you'll collaborate with ... Proficiency in deep learning frameworks like Tensorflow and/or PyTorch * Experience with CNNs ...
You will collaborate with research and product engineering from various domains including design ... Exposure to popular machine learning frameworks ( TensorFlow , PyTorch ) and their integration into ...
You will collaborate with research and product engineering from various domains including design ... Exposure to popular machine learning frameworks ( TensorFlow , PyTorch ) and their integration into ...
... TensorFlow, or PyTorch. What's in it for you? We thrive on the challenge to be our best ... Solving, Programming Languages, Software Development Life Cycle (SDLC), System Applications ...
... TensorFlow, or PyTorch. What's in it for you? We thrive on the challenge to be our best ... Solving, Programming Languages, Software Development Life Cycle (SDLC), System Applications ...
Software Development Manager - ML Performance Tooling and Benchmarking, AWS Neuron, Annapurna Labs
Toronto, ON · On-site
Our team covers multiple disciplines including silicon engineering, hardware design and ... AWS Neuron is used at scale with customers and partners like PyTorch, Epic Games, Snap, AirBnB ...
Software Development Manager - ML Performance Tooling and Benchmarking, AWS Neuron, Annapurna Labs
Toronto, ON · On-site
Our team covers multiple disciplines including silicon engineering, hardware design and ... AWS Neuron is used at scale with customers and partners like PyTorch, Epic Games, Snap, AirBnB ...
Python , PySpark, Unix Scripting, SQL, PyTorch etc. * Strong experience building data pipelines and ... engineering for autonomous workflows. * Familiarity with atleast one workflow/AI agent ...
Python , PySpark, Unix Scripting, SQL, PyTorch etc. * Strong experience building data pipelines and ... engineering for autonomous workflows. * Familiarity with atleast one workflow/AI agent ...
Sr. AI Engineer
Toronto, ON · On-site
Design scalable and resilient ML systems using frameworks such as PyTorch and TensorFlow ... Strong programming skills in Python; experience with LangChain, LangGraph, or related frameworks is ...
Sr. AI Engineer
Toronto, ON · On-site
Design scalable and resilient ML systems using frameworks such as PyTorch and TensorFlow ... Strong programming skills in Python; experience with LangChain, LangGraph, or related frameworks is ...
... PyTorch * Strategic thinker with excellent interpersonal skills to work across functions and ... Solving, Programming Languages, Software Development Life Cycle (SDLC), System Applications ...
... PyTorch * Strategic thinker with excellent interpersonal skills to work across functions and ... Solving, Programming Languages, Software Development Life Cycle (SDLC), System Applications ...
Sr. AI Engineer
Toronto, ON · On-site
Design scalable and resilient ML systems using frameworks such as PyTorch and TensorFlow ... Strong programming skills in Python; experience with LangChain, LangGraph, or related frameworks is ...
Quick apply
Sr. AI Engineer
Toronto, ON · On-site
Design scalable and resilient ML systems using frameworks such as PyTorch and TensorFlow ... Strong programming skills in Python; experience with LangChain, LangGraph, or related frameworks is ...
Senior Machine Learning Engineer
Ottawa, ON · On-site
CA$84K - CA$128K/yr
Implement CI/CD workflows using tools such as Azure DevOps or GitHub Actions. * Ensure operational ... Strong knowledge of LLM frameworks and libraries (such as transformers, trl, deepspeed, PyTorch ...
Senior Machine Learning Engineer
Ottawa, ON · On-site
CA$84K - CA$128K/yr
Implement CI/CD workflows using tools such as Azure DevOps or GitHub Actions. * Ensure operational ... Strong knowledge of LLM frameworks and libraries (such as transformers, trl, deepspeed, PyTorch ...
Senior Machine Learning Engineer
Toronto, ON · On-site
CA$84K - CA$128K/yr
Implement CI/CD workflows using tools such as Azure DevOps or GitHub Actions. * Ensure operational ... Strong knowledge of LLM frameworks and libraries (such as transformers, trl, deepspeed, PyTorch ...
Senior Machine Learning Engineer
Toronto, ON · On-site
CA$84K - CA$128K/yr
Implement CI/CD workflows using tools such as Azure DevOps or GitHub Actions. * Ensure operational ... Strong knowledge of LLM frameworks and libraries (such as transformers, trl, deepspeed, PyTorch ...
Sr. Machine Learning Engineer
Toronto, ON · On-site
Design scalable and resilient ML systems using frameworks such as PyTorch and TensorFlow ... Strong programming skills in Python; experience with LangChain, LangGraph, or related frameworks is ...
Sr. Machine Learning Engineer
Toronto, ON · On-site
Design scalable and resilient ML systems using frameworks such as PyTorch and TensorFlow ... Strong programming skills in Python; experience with LangChain, LangGraph, or related frameworks is ...
Sr. Machine Learning Engineer
Toronto, ON · On-site
Design scalable and resilient ML systems using frameworks such as PyTorch and TensorFlow ... Strong programming skills in Python; experience with LangChain, LangGraph, or related frameworks is ...
Quick apply
Sr. Machine Learning Engineer
Toronto, ON · On-site
Design scalable and resilient ML systems using frameworks such as PyTorch and TensorFlow ... Strong programming skills in Python; experience with LangChain, LangGraph, or related frameworks is ...
Senior Machine Learning Engineer
Oakville, ON · On-site
CA$84K - CA$128K/yr
Implement CI/CD workflows using tools such as Azure DevOps or GitHub Actions. * Ensure operational ... Strong knowledge of LLM frameworks and libraries (such as transformers, trl, deepspeed, PyTorch ...
Senior Machine Learning Engineer
Oakville, ON · On-site
CA$84K - CA$128K/yr
Implement CI/CD workflows using tools such as Azure DevOps or GitHub Actions. * Ensure operational ... Strong knowledge of LLM frameworks and libraries (such as transformers, trl, deepspeed, PyTorch ...
Senior Machine Learning Engineer
CA$84K - CA$128K/yr
Implement CI/CD workflows using tools such as Azure DevOps or GitHub Actions. * Ensure operational ... Strong knowledge of LLM frameworks and libraries (such as transformers, trl, deepspeed, PyTorch ...
Senior Machine Learning Engineer
CA$84K - CA$128K/yr
Implement CI/CD workflows using tools such as Azure DevOps or GitHub Actions. * Ensure operational ... Strong knowledge of LLM frameworks and libraries (such as transformers, trl, deepspeed, PyTorch ...
Pytorch Developer information
What is a PyTorch Developer?
What are the key skills and qualifications needed to thrive as a Pytorch Developer, and why are they important?
What is the difference between Pytorch Developer vs Machine Learning Engineer?
| Aspect | Pytorch Developer | Machine Learning Engineer |
|---|---|---|
| Required Credentials | Bachelor's or higher in CS, experience with PyTorch | Bachelor's or higher in CS, data science, or related field, with ML experience |
| Work Environment | Research labs, AI startups, tech companies focusing on deep learning | Tech companies, finance, healthcare, often involving deployment and scaling ML models |
| Industry Usage | Primarily in AI research and development teams | Across industries implementing ML solutions in production |
While both roles require knowledge of machine learning and experience with PyTorch, a Pytorch Developer mainly focuses on developing and optimizing deep learning models using PyTorch. A Machine Learning Engineer often has a broader scope, including deploying, maintaining, and scaling ML models across various platforms and industries.
What are some common challenges Pytorch Developers face when deploying machine learning models to production environments?

Autodesk rating
9.5
Based on 5 frontline employees who took The Breakroom Quiz
8th of 217 rated software companies
Job description
Job Requisition ID #
Position Overview
As an Applied AI Developer - Agent Evaluation on the Fusion Platform Services team within Product Development and Manufacturing Solutions (PDMS), you'll be part of a team of technologists dedicated to creating cutting-edge AI and generative AI solutions that enhance developer productivity and experience. You'll work closely with AI engineers, software architects, and product engineering teams to build, deploy, and rigorously evaluate intelligent agentic systems while developing MCP (Model Context Protocol)-based tooling that integrates seamlessly with IDEs such as VS Code and Cursor.
- Develop and orchestrate multi-agent AI systems for automated test generation, test execution, and end-to-end development workflow optimization using frameworks such as LangGraph, AutoGen, or the Anthropic Agent SDK (Claude Code).
- Design and implement agentic workflows that coordinate multiple AI agents to autonomously drive test automation across UI, API, integration, and system levels, from test case synthesis to result evaluation, while integrating seamlessly with existing developer tools and MCP-compatible services.
- Build evaluation frameworks and benchmark suites for agentic systems, including comparisons of AI agents against commercial or domain-specific solutions, using tools such as AgentBench and Langfuse.
- Evaluate and optimize MCP servers and tool integrations across agentic pipelines by measuring latency, accuracy, context fidelity, and end-to-end task completion.
- BS/MS in Computer Science, Machine Learning, or a related applied AI field.
- Expertise in Python and ML frameworks (PyTorch, Transformers, scikit-learn).
- Experience with Large Language Models applied to software understanding, test generation, or agentic AI systems.
- Knowledge of AI evaluation methodologies and metrics for agentic task completion and test quality.
- Strong foundation in statistical analysis and experimental design.
- Experience with developer workflow and productivity measurement frameworks.
- Background in software engineering or QA with close collaboration with development teams.
- Familiarity with test automation frameworks (e.g., Playwright, Selenium, Pytest, Appium) and CI/CD pipelines.
- Experience designing evaluation frameworks or benchmark suites for AI agents against commercial or domain-specific solutions.
- Hands-on experience with MCP (Model Context Protocol), including building, evaluating, and optimizing MCP servers and tool integrations.
- Experience using AI evaluation and observability tools such as LangSmith, Langfuse, AgentBench, RAGAS, DeepEval, or similar platforms.
- Experience with Azure AI Foundry/ML or AWS cloud ML platforms.
En tant que Developpeur IA Appliquee - Evaluation d'Agents IA au sein de l'equipe Fusion Platform Services de Product Development and Manufacturing Solutions (PDMS), vous rejoindrez une equipe de technologues dediee a la creation de solutions d'intelligence artificielle et d'IA generative de pointe visant a ameliorer la productivite et l'experience des developpeurs. Vous collaborerez etroitement avec des ingenieurs IA, des architectes logiciels et des equipes de developpement produit afin de concevoir, deployer et evaluer rigoureusement des systemes d'IA agentiques, tout en developpant des outils bases sur le Model Context Protocol (MCP) integres a des environnements tels que VS Code et Cursor.
Responsabilites- Developper et orchestrer des systemes d'IA multi-agents pour la generation automatique de tests, leur execution et l'optimisation des workflows de developpement a l'aide de frameworks tels que LangGraph, AutoGen ou l'Anthropic Agent SDK (Claude Code).
- Concevoir et mettre en uvre des workflows agentiques permettant a plusieurs agents IA de piloter de maniere autonome l'automatisation des tests (UI, API, integration et systeme), depuis la generation des cas de test jusqu'a l'evaluation des resultats, tout en assurant une integration fluide avec les outils de developpement existants et les services compatibles MCP.
- Developper des frameworks d'evaluation et des suites de benchmarks pour les systemes agentiques, notamment afin de comparer les performances des agents IA a des solutions commerciales ou specialisees, a l'aide d'outils tels qu'AgentBench et Langfuse.
- Evaluer et optimiser les serveurs MCP ainsi que les integrations d'outils au sein des pipelines agentiques en mesurant la latence, la precision, la fidelite du contexte et le taux de reussite des taches de bout en bout.
- Diplome de niveau licence ou master en informatique, apprentissage automatique ou dans un domaine connexe de l'IA appliquee.
- Excellente maitrise de Python et des frameworks de machine learning (PyTorch, Transformers, scikit-learn).
- Experience avec les grands modeles de langage (LLM) appliques a la comprehension logicielle, a la generation de tests ou aux systemes d'IA agentiques.
- Connaissance des methodologies et des metriques d'evaluation des systemes d'IA pour mesurer la reussite des taches agentiques et la qualite des tests.
- Solides bases en analyse statistique et en conception d'experiences.
- Experience des outils et methodologies d'amelioration de la productivite des developpeurs.
- Experience en developpement logiciel ou en assurance qualite (QA), avec une collaboration etroite avec les equipes de developpement.
- Maitrise des frameworks d'automatisation des tests (Playwright, Selenium, Pytest, Appium) et des pipelines CI/CD.
- Experience dans la conception de frameworks d'evaluation ou de suites de benchmarks permettant de comparer des agents IA a des solutions commerciales ou specialisees.
- Experience pratique du Model Context Protocol (MCP), notamment dans la creation, l'evaluation et l'optimisation de serveurs MCP et de leurs integrations.
- Experience avec des outils d'evaluation et d'observabilite de l'IA tels que LangSmith, Langfuse, AgentBench, RAGAS, DeepEval ou des plateformes similaires.
- Experience des plateformes cloud d'IA telles qu'Azure AI Foundry/ML ou AWS ML.
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About Autodesk
Welcome to Autodesk! Amazing things are created every day with our software - from the greenest buildings and cleanest cars to the smartest factories and biggest hit movies. We help innovators turn their ideas into reality, transforming not only how things are made, but what can be made.
We take great pride in our culture here at Autodesk - it's at the core of everything we do. Our culture guides the way we work and treat each other, informs how we connect with customers and partners, and defines how we show up in the world.
When you're an Autodesker, you can do meaningful work that helps build a better world designed and made for all. Ready to shape the world and your future? Join us!
Salary transparency
Salary is one part of Autodesk's competitive compensation package. For Canada based roles, we expect a starting base salary between $99,000 and $145,200. Offers are based on the candidate's experience and geographic location, and may exceed this range. In addition to base salaries, our compensation package may include annual cash bonuses, commissions for sales roles, stock grants, and a comprehensive benefits package.Belonging
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About Autodesk
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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. For more information visit autodesk.com or follow @autodesk.
Industry
Software development
Company size
10,000+ Employees
Headquarters location
San Rafael, CA, US
Year founded
1982