Outsmart Artificial Intelligence with Your Human Brilliance

Outsmart Artificial Intelligence with Your Human Brilliance

Join the top 1% of ML Engineers worldwide to shape the future of AI. Earn up to $80 USD per hour and additional bonus based on performance

Join a global community of Coding experts to shape the future of AI. Earn up to $50 USD/hr.

A graphic with two overlapping circles. The upper right circle is dark blue and contains a line drawing of a computer monitor displaying lines of code, with a magnifying glass showing "404" over the screen. The lower left circle is light blue and contains a line drawing of a human head in profile, with a stylized brain made of concentric lines inside. The circles partially overlap, blending the themes of technology and the human mind.

FRAMEWORK

PyTorch

PAY

Earn up to $80/hr

A graphic with two overlapping circles. The upper right circle is dark blue and contains a line drawing of a computer monitor displaying lines of code, with a magnifying glass showing "404" over the screen. The lower left circle is light blue and contains a line drawing of a human head in profile, with a stylized brain made of concentric lines inside. The circles partially overlap, blending the themes of technology and the human mind.

FRAMEWORK

PyTorch

PAY

Earn up to $80/hr

A graphic with two overlapping circles. The upper right circle is dark blue and contains a line drawing of a computer monitor displaying lines of code, with a magnifying glass showing "404" over the screen. The lower left circle is light blue and contains a line drawing of a human head in profile, with a stylized brain made of concentric lines inside. The circles partially overlap, blending the themes of technology and the human mind.

FRAMEWORK

PyTorch

PAY

Earn up to $80/hr

  • PyTorch

  • Earn up to $80/hr

  • Shape the future of AI

  • Work Remotely

Earn up to $80 USD/hr,
paid out weekly

Rates vary based on expertise and project requirements. Paid via PayPal and AirTM

Global
(Remote)

Choose your own schedule. Most experts
spend 5-10 hrs/week, up to 40 hours

Choose your own schedule. Most experts spend 5-10 hrs/week, up to 40 hours

Familiarity with
PyTorch required

Familiarity with developing deep learning models in PyTorch is required

Overview

Outlier is committed to improving the intelligence & safety of AI models. Owned and operated by Scale AI, we’ve recently been featured in Forbes for partnering experts with top AI labs to provide the high quality data for LLMs. We believe AI can only perform as well as the data it’s trained on. That’s why we work with contributors from all over the world, who help improve AI models by providing expert human feedback. This data has led to AI advancements for the world's leading AI labs and large language model builders.

We’ve built a best-in-class remote work platform for our freelance contributors to provide valuable, specialized skills, and we in turn strive to provide them with a positive experience based on our core pillars of reliability, transparency, and flexibility.

Outlier is committed to improving the intelligence & safety of AI models. Owned and operated by Scale AI, we’ve recently been featured in Forbes for partnering experts with top AI labs to provide the high quality data for LLMs. We believe AI can only perform as well as the data it’s trained on. That’s why we work with contributors from all over the world, who help improve AI models by providing expert human feedback. This data has led to AI advancements for the world's leading AI labs and large language model builders.

We’ve built a best-in-class remote work platform for our freelance contributors to provide valuable, specialized skills, and we in turn strive to provide them with a positive experience based on our core pillars of reliability, transparency, and flexibility.

Outlier is committed to improving the intelligence & safety of AI models. Owned and operated by Scale AI, we’ve recently been featured in Forbes for partnering experts with top AI labs to provide the high quality data for LLMs. We believe AI can only perform as well as the data it’s trained on. That’s why we work with contributors from all over the world, who help improve AI models by providing expert human feedback. This data has led to AI advancements for the world's leading AI labs and large language model builders.

We’ve built a best-in-class remote work platform for our freelance contributors to provide valuable, specialized skills, and we in turn strive to provide them with a positive experience based on our core pillars of reliability, transparency, and flexibility.

"We partnered with Scale AI to work with Enterprises to adopt Llama and train custom models with their own data. We are excited to collectively make Llama the industry standard and bring the benefits of AI to everyone."

Mark Zuckerberg

Founder and CEO,
Meta

"We partnered with Scale AI to work with Enterprises to adopt Llama and train custom models with their own data. We are excited to collectively make Llama the industry standard and bring the benefits of AI to everyone."

Mark Zuckerberg

Founder and CEO,
Meta

"We partnered with Scale AI to work with Enterprises to adopt Llama and train custom models with their own data. We are excited to collectively make Llama the industry standard and bring the benefits of AI to everyone."

Mark Zuckerberg

Founder and CEO,
Meta

What you will be doing

We are looking for highly skilled Machine Learning Engineers to help train generative AI models on real-world ML systems and architecture concepts
  • Creating and answering technical questions related to deep learning model design, training, and optimization.

  • Evaluating and explaining code implementing complex ML blocks, such as Transformers, ConvNeXt modules, MLP/GLU layers, and attention mechanisms.

  • Reviewing and critiquing AI-generated PyTorch implementations for efficiency, correctness, and maintainability.

  • Explaining best practices for GPU utilization, kernel fusion, profiling, and model performance improvements.

  • Helping AI systems understand how expert engineers reason about architecture trade-offs, scaling, and hardware efficiency.

Common Tasks
Choose the right response

You will be given two responses to a question and your task will be to choose the correct response

Response 1

Response 2

Write a prompt

Write simple prompts that will act as a starting point for AI models

Edit

Preview

What we’re looking for

  • A Bachelor’s, Master’s, or PhD in Computer Science, Electrical/Computer Engineering, Applied Mathematics, or a related computational field.

  • 3+ years of hands-on experience developing and optimizing deep learning models in PyTorch (e.g., Transformers, CNNs, diffusion models).

  • Strong understanding of model architecture, training dynamics, and inference optimization.

  • Familiarity with GPU performance concepts, such as memory I/O efficiency, CUDA kernels, or PyTorch profiling tools.

  • The ability to read and reason about research-level model code and articulate detailed technical feedback.

  • Clear written communication and an eye for detail—able to describe complex ML behaviors and trade-offs precisely.

Compensation and benefits

Earn up to $80 USD/hr,
paid out weekly

Rates vary based on quality, accuracy, and time spent. Paid via PayPal & AirTM

Earn up to $80 USD/hr,
paid out weekly

Rates vary based on quality, accuracy, and time spent. Paid via PayPal & AirTM

Earn up to $80 USD/hr,
paid out weekly

Rates vary based on quality, accuracy, and time spent. Paid via PayPal & AirTM

Join a global community of
ML experts

Join a global network of experts contributing to advanced AI tools

Join a global community of
ML experts

Join a global network of experts contributing to advanced AI tools

Join a global community of
ML experts

Join a global network of experts contributing to advanced AI tools

Flexible schedule and
time commitment

No contracts, no 9-to-5. You control your schedule. (Most experts spend 5-10 hours/week, up to 40 hours working from home

Flexible schedule and
time commitment

No contracts, no 9-to-5. You control your schedule. (Most experts spend 5-10 hours/week, up to 40 hours working from home

Flexible schedule and
time commitment

No contracts, no 9-to-5. You control your schedule. (Most experts spend 5-10 hours/week, up to 40 hours working from home

Free access to
Model Playground

Interact, experiment and engage with leading large language models free of cost

Free access to
Model Playground

Interact, experiment and engage with leading large language models free of cost

Free access to
Model Playground

Interact, experiment and engage with leading large language models free of cost

Disclaimer: For non-core work, such as during initial project onboarding or project overtime phases, lower rates may apply. Certain projects offer incentive payments. Please review the payment terms for each project.
Equal Opportunity Employer: Outlier is committed to fostering a diverse and inclusive work environment. We welcome applicants from all backgrounds and celebrate diversity in our workforce.

Hear from other experts

Read about how MIT PhD Daniel Z earns extra income on Outlier

"Daniel has enjoyed the combination of earning extra cash while contributing to AI development and has made over $4,000 on Outlier".

I view Outlier as a great opportunity for contributors to work flexibly, improve their skills, and earn more money at their own pace. Working with other contributors on Outlier makes the experience even more engaging, offering a perfect mix of collaborating and earning.

Vaibhav P.

India

Code Expert

I view Outlier as a great opportunity for contributors to work flexibly, improve their skills, and earn more money at their own pace. Working with other contributors on Outlier makes the experience even more engaging, offering a perfect mix of collaborating and earning.

Vaibhav P.

India

Code Expert

I view Outlier as a great opportunity for contributors to work flexibly, improve their skills, and earn more money at their own pace. Working with other contributors on Outlier makes the experience even more engaging, offering a perfect mix of collaborating and earning.

Vaibhav P.

India

Code Expert

As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.

Cuong N.

Vietnam

Code Expert

As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.

Cuong N.

Vietnam

Code Expert

As an engineer, I often use Al models to get the right answers, but this experience is the opposite: I need to make the models generate wrong answers. It is strange, exciting, and unforgettable.

Cuong N.

Vietnam

Code Expert

The result is fewer tasks returning to the queue for all contributors, higher-quality tasks being completed correctly on the first attempt, and happier contributors thanks to easy access to high-touch, technical support channels.

Umair K.

Canada

Code Expert

The result is fewer tasks returning to the queue for all contributors, higher-quality tasks being completed correctly on the first attempt, and happier contributors thanks to easy access to high-touch, technical support channels.

Umair K.

Canada

Code Expert

The result is fewer tasks returning to the queue for all contributors, higher-quality tasks being completed correctly on the first attempt, and happier contributors thanks to easy access to high-touch, technical support channels.

Umair K.

Canada

Code Expert

Application and Onboarding Process:

STEP 1

Create an account
on Outlier

STEP 1

Create an account
on Outlier

STEP 1

Create an account
on Outlier

STEP 2

Verify your identity and phone number

STEP 2

Verify your identity and phone number

STEP 2

Verify your identity and
phone number

STEP 3

Pass a
skill assessment

STEP 3

Pass a skill
assessment

STEP 3

Pass a
skill assessment

STEP 4

Start earning by
completing tasks

STEP 4

Start earning by completing tasks

STEP 4

Start earning by
completing tasks

Frequently Asked Questions (FAQs)

What is Outlier? How is it related to Scale AI?

What is Outlier? How is it related to Scale AI?

What is Outlier? How is it related to Scale AI?

Will I be an Outlier employee?

Will I be an Outlier employee?

Will I be an Outlier employee?

What do I need to sign up for this opportunity?

What do I need to sign up for this opportunity?

What do I need to sign up for this opportunity?

What's the expected time commitment for participants?

What's the expected time commitment for participants?

What's the expected time commitment for participants?

When and how will I be paid?

When and how will I be paid?

When and how will I be paid?

How can I get support?

How can I get support?

How can I get support?

Have more questions?

Have more questions?

Have more questions?

Ready to use your brilliance to outsmart AI?

in collaboration with Scale AI

Ready to use your brilliance to outsmart AI?

in collaboration with Scale AI

Ready to use your brilliance to outsmart AI?

in collaboration with Scale AI

PLEASE NOTE: We collect, retain and use personal data for our professional business purposes, including notifying you of opportunities that may be of interest and sharing with our affiliates. We limit the personal data we collect to that which we believe is appropriate and necessary to manage applicants’ needs, provide our services, and comply with applicable laws. Any information we collect in connection with your application will be treated in accordance with the Outlier Privacy Policy and our internal policies and programs designed to protect personal data.

This is a 1099 contract opportunity on the Outlier.ai platform. Because this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to sign up for Outlier if you are on a visa. You should contact your tax and/or immigration advisor with specific questions regarding your circumstances.

© 2025 Outlier. All rights reserved.

© 2025 Outlier. All rights reserved.

© 2025 Outlier. All rights reserved.