r/MachineLearningJobs • • Oct 31 '25

Interview Prep [Sticky] Machine Learning Interview Prep Resources

63 Upvotes

Here's our curated list of top resources for ML & MLE interviews in 2025, brought to you by r/MachineLearningJobs.

Want to add a resource? Message the Mods

📚 Books

🎓 Courses

🧠 Articles & Videos

By Topic

⚙️ ML System Design

💻 Coding Prep (DSA + NumPy + Pandas + PyTorch)

📈 ML Concepts (Theory, Evaluation, Data)

🗣️ Behavioral Interviews

🎤 Mock Interviews

  • Free Peer + AI Mocks — Practice coding, behavioral, and system design interviews online with other people.

🤖 LLM / Agentic-AI Focused Prep

📰 Communities & Newsletters

📝 Resume Examples

🧱 Portfolio & Projects

💌 Request an Addition

Have a great ML interview prep resource to share? Please send modmail with title, link, and a short summary.

👉 Message the r/MachineLearningJobs Mods


r/MachineLearningJobs • • 16m ago

Mercor Is Hiring ML Research Experts at $150-$200/hr - Remote | PyTorch/JAX Experience Required

• Upvotes

Have you personally trained, fine-tuned, or optimized machine learning models?

Mercor has a remote opportunity for experienced ML Research Engineers, Research Scientists, and Applied Scientists.

The project involves designing challenging ML engineering problems for a leading AI lab.

Your main responsibility is to develop task ideas that test the limits of frontier AI models, rather than implementing the tasks yourself.

What you'll work on:

  • Design challenging ML engineering tasks.
  • Focus on inference, evaluation, and systems problems.
  • Identify weaknesses in frontier AI models.
  • Explain why proposed tasks are technically difficult.

Who qualifies?

Candidates must have current or recent ML research experience and hands-on expertise with PyTorch or JAX.

Strong knowledge in at least one of the following areas is required: LLMs, GPU inference, reinforcement learning, or scientific ML.

Experience developing AI benchmarks, research publications, or advanced academic qualifications is an advantage.

Pay: $150-$200/hr
Location: Remote
Type: Hourly contract

Note: This is not intended for general AI annotators or developers whose AI experience is limited to RAG/LangChain applications.

Full Details - https://t.mercor.com/Quyic


r/MachineLearningJobs • • 3h ago

Paid 30-min call with ML engineers / data leads working on robot learning or egocentric video [D]

1 Upvotes

Hi all, I’m a founder exploring a company that collects egocentric (first-person) video of real manual work for robot learning. Before building anything, I want to learn from people who actually train on this data or choose data vendors.

Looking for: ML/research engineers or data leads at robotics, humanoid or embodied-AI teams (labs or startups).

What we’d talk about (30 min):

Details:

To sign up: DM me your role and company type (e.g. “ML engineer, humanoid startup”). I’ll confirm through LinkedIn or a work email, whichever you prefer. That’s used only to verify the role, never shared.


r/MachineLearningJobs • • 4h ago

Remote AI hiring is getting much more specialized — 4,500 live roles right now

0 Upvotes

One thing I’m noticing in the latest AI/ML listings: the market is moving well beyond just “ML Engineer” or “Data Scientist.”

There are currently 4,500 live AI & ML jobs, and the newest batch is heavily focused on domain expertise + AI training.

A few trends that stood out:

Materials Science AI Trainers — Prolific Academic

Remote roles across multiple locations including Miami, Washington, Calgary, Melbourne, Sydney, Brisbane, Perth and Adelaide.

Neuroscience AI Trainers — Prolific Academic

Fully remote roles showing up in places like Edinburgh, Raleigh and other research-focused locations.

Advanced Korean Fluency AI Trainers — Prolific Academic

Remote openings across San Francisco, Austin, Boston, Toronto, London, Paris, Madrid, Berlin and Sydney.

Advanced Japanese Fluency AI Trainer — Prolific Academic

Remote opportunity linked to Hong Kong.

What I find interesting is that these are not traditional software roles.

AI companies increasingly need people with actual subject-matter expertise — scientists, researchers, linguists, healthcare specialists, engineers and other domain experts — to help train, evaluate and improve models.

That opens up a different path into AI for people who may not be programmers at all.

The broader pattern seems to be:

AI engineering → building the systems

Data science → analyzing and improving models

AI training/evaluation → improving model outputs

Domain experts → bringing specialized knowledge

Language specialists → improving multilingual models

So if you have deep expertise in a field outside software, the AI job market may be becoming more relevant to you than it was even a year ago.

Curious what people here think: will specialized domain experts become one of the biggest AI hiring categories over the next few years?

More AI roles:

realworkremote.com/ai-jobs


r/MachineLearningJobs • • 6h ago

Resume Looking for referrals/suggestions for Agentic AI roles | 2.8 YOE | Pune/Remote

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1 Upvotes

r/MachineLearningJobs • • 9h ago

Resume How can I get my first AI/ML internship as a 3rd-year BTech student from a tier-3/4 college in India?

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1 Upvotes

r/MachineLearningJobs • • 11h ago

I built an open benchmark that tests whether LLMs notice a flaw nobody told them about (HR/finance/planning/compliance scenarios). Results for GPT OSS 120B, Qwen3.8 27B, Gemini 3.5 Flash-Lite, and I'd like you to try to break it.

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1 Upvotes

r/MachineLearningJobs • • 18h ago

Resume [1.5 YoE] AI/GenAI Engineer - Not getting interview calls. Please brutally roast my resume!

2 Upvotes

Hi everyone, I'm an AI Engineer with about 1.5 years of full-time experience (plus a 4-month internship) specializing in Generative AI, RAG, and Agentic Systems. I am currently based in Mumbai and looking for hybrid or remote roles. Despite having hands-on experience with on-premise LLM deployments,multi-agent workflows, and saving hundreds of hours through automated pipelines, I am struggling to convert applications on Naukri, LinkedIn, and company portals into interview calls. I feel like my tech stack is modern and my metrics are solid, but something is clearly off. Am I getting filtered by ATS? Is it too dense? I'm currently targeting around 12-15 LPA in the Mumbai market. Any brutal feedback, formatting advice, or insights into the current GenAI job market would be massively appreciated. Thank you!


r/MachineLearningJobs • • 1d ago

Resume Become an AI and Cloud Computing Expert

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1 Upvotes

SIGN UP for our FREE AI and Cloud Computing Class 📌📡☁️🌐

We also offer

- resume coaching

- AWS Certification

- GITHUB projects

- professionals with 19+ years of experience

- 8+ weeks of professional training

📌 Check the 2nd link in our bio to learn more


r/MachineLearningJobs • • 1d ago

Best platform for mle interview prep

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1 Upvotes

r/MachineLearningJobs • • 1d ago

Go-to-market roles are 49% of Mistral AI's open jobs, 34% of OpenAI's and 30% of Anthropic's, against 4% at xAI, where 54% of openings are data center jobs.

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1 Upvotes

r/MachineLearningJobs • • 1d ago

Finally launching my own remote job board, Turning passion to gig — Screen-verified, budget-friendly jobs for tech professionals! Remote Pajama Jobs

1 Upvotes

Hey everyone!

Finally launching my own remote job board, Turning passion to gig — Screen-verified, budget-friendly jobs for tech professionals! Remote Pajama Jobs

After months of hard work and deep dives into the recruitment space, I’m thrilled to officially launch my own remote job board.

As a recruiter and talent specialist, I know how frustrating the modern job search can be—endless ghost jobs, spammy listings, and platforms that charge exorbitant fees just to get your profile seen. I wanted to build something better.

What makes this different?

  • Screen-Verified Listings: Every job is manually reviewed and curated to ensure legitimacy, saving you from scams and expired postings.
  • Budget-Friendly for Employers & Recruiters: Designed so that posting roles doesn't burn a hole in your pocket.
  • Focused on Real Opportunities: Aggregating high-priority tech, engineering, and remote roles.

Have a look here: https://www.remotepajamajobs.com/

I need your help to make it better!

If your specific tech stack, role, or niche is missing from the board, drop a comment below or DM me. Tell me what categories you want to see, and I will gladly add them.

Thank you so much for supporting my journey of growth. Let’s help each other find great roles!


r/MachineLearningJobs • • 1d ago

Thoughts on the new Machine Learning Systems Engineering major?

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1 Upvotes

r/MachineLearningJobs • • 1d ago

Resume Looking for a Job Switch in AI/GenAI Roles | 1.8 Years of Experience | Referrals Welcome

5 Upvotes

Hi everyone,

I’m currently working as a Technical Consultant at Grazitti Interactive, with 1.8 years of total professional experience in AI/ML, Generative AI, automation, and integrations.

I’m now looking for a job switch and exploring opportunities for AI Engineer, GenAI Developer, Applied AI Engineer, or other related AI/ML roles where I can contribute to building practical AI solutions and continue growing technically.

My experience includes working with Python, LLMs, Retrieval-Augmented Generation (RAG), AI agents, LangChain, LangGraph, FastAPI, REST API integrations, and enterprise automation. I’ve also worked on projects involving RAG evaluation, AI agent workflows, and automating tasks using different tools and APIs.

I’m particularly interested in roles where I can work on real-world AI applications, LLM-based solutions, agentic workflows, and end-to-end AI development.

If anyone is aware of relevant openings in their organization or could refer me for a suitable position, I would really appreciate the support. I’m happy to share my resume and any additional details over DM.

Thank you to everyone who takes the time to help. Any relevant leads or referrals would mean a lot!


r/MachineLearningJobs • • 1d ago

Resume Looking for a Job Switch in AI/GenAI Roles | 1.8 Years of Experience | Referrals Welcome

3 Upvotes

Hi everyone,

I’m currently working as a Technical Consultant at Grazitti Interactive, with 1.8 years of total professional experience in AI/ML, Generative AI, automation, and integrations.

I’m now looking for a job switch and exploring opportunities for AI Engineer, GenAI Developer, Applied AI Engineer, or other related AI/ML roles where I can contribute to building practical AI solutions and continue growing technically.

My experience includes working with Python, LLMs, Retrieval-Augmented Generation (RAG), AI agents, LangChain, LangGraph, FastAPI, REST API integrations, and enterprise automation. I’ve also worked on projects involving RAG evaluation, AI agent workflows, and automating tasks using different tools and APIs.

I’m particularly interested in roles where I can work on real-world AI applications, LLM-based solutions, agentic workflows, and end-to-end AI development.

If anyone is aware of relevant openings in their organization or could refer me for a suitable position, I would really appreciate the support. I’m happy to share my resume and any additional details over DM.

Thank you to everyone who takes the time to help. Any relevant leads or referrals would mean a lot!


r/MachineLearningJobs • • 1d ago

Are there any core mathematics Deep Learning jobs available ? Or everybody just want to go in that AI shithole ?

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1 Upvotes

Are there any core mathematics Deep Learning jobs available ? Or everybody just want to go in that AI shithole ?


r/MachineLearningJobs • • 2d ago

Am I heading in the right direction to become an AI engineer?

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1 Upvotes

r/MachineLearningJobs • • 2d ago

How do you Prepare for Applied AI Design interview

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1 Upvotes

r/MachineLearningJobs • • 2d ago

B.Tech CS student transitioning from Vibe Coding to Core AI Engineering. Need mentorship/opportunities.

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1 Upvotes

r/MachineLearningJobs • • 2d ago

Salesforce dev trying to transition to ML roles.

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r/MachineLearningJobs • • 2d ago

[For Hire] Python Developer | Standalone Dashboards, Data Automation & Desktop Apps

2 Upvotes

Hi Reddit!

I'm available for freelance projects involving Python development, data visualization, automation, and custom software solutions.

I enjoy turning repetitive tasks, raw data, and practical business needs into useful digital tools.

What I can help you build:

Python & Automation

  • Custom Python scripts and workflow automation
  • Data processing, cleaning, and transformation
  • Automated reports and file processing

Dashboards & Data Visualization

  • Interactive dashboards and standalone data applications
  • KPI cards, charts, filters, and data tables
  • CSV and Excel data integration
  • Custom reporting tools for business and operational data

Desktop Applications

  • Custom desktop tools for Windows
  • Data entry, record management, search, and reporting systems
  • Local database applications using SQLite

Web Development

  • HTML, CSS, and JavaScript interfaces
  • Python backends using FastAPI or Flask
  • Forms, APIs, and lightweight web applications

Data & Business Tools

  • Spreadsheet automation and advanced data organization
  • Custom tools for monitoring processes and performance indicators
  • Solutions designed to reduce manual work and improve productivity

I focus on understanding the problem first, defining a clear scope, and building a practical solution around the actual requirements.

I'm open to small tasks, bug fixes, prototypes, and larger projects depending on the requirements.

Have a project in mind? Send me a message with:

  1. What you need to accomplish
  2. The expected features or outcome
  3. Your budget and deadline

I'll review the requirements and let you know what I can deliver.

Thanks for stopping by!


r/MachineLearningJobs • • 2d ago

**Title: Looking for a Remote AI/ML Internship (Paid/Unpaid)**

1 Upvotes

Hey everyone! I'm a final-year B.Tech CSE student from India looking for a remote AI/ML internship to gain industry experience.

My key projects include:

  • Transit Hunter: Deep learning with PyTorch for astronomical signal classification (86.4% accuracy).
  • Legal Search Engine: Semantic search using embeddings, BGE-M3, ChromaDB, and FastAPI.
  • Car Damage Detection: Computer vision using YOLOv8 and Faster R-CNN.
  • HMPI Analyzer: ML-focused groundwater quality analysis with GIS visualization.

I'm skilled in Python, PyTorch, NLP, computer vision, and semantic search. I'm open to paid or unpaid opportunities where I can contribute and learn.

I've applied to several internship opportunities, but many seem to require prior industry experience, which makes it difficult to get my foot in the door as a fresher.

I'm open to both paid and unpaid internships, preferably remote opportunities, where I can contribute to real-world projects, improve my skills, and learn from experienced developers and ML engineers.

If you know of any openings or referrals, please DM.

Any Help or Guidance would be much appreciated  🙌


r/MachineLearningJobs • • 2d ago

Netflix remote us

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1 Upvotes

r/MachineLearningJobs • • 2d ago

Resume 3 PhD positions in AI × Energy at Tsinghua (Shenzhen, China)

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1 Upvotes

r/MachineLearningJobs • • 2d ago

Final-year Data Science Student from a Tier-3 College | Seeking Remote ML/AI Internship

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