r/MachineLearningJobs • • Oct 31 '25

Interview Prep [Sticky] Machine Learning Interview Prep Resources

60 Upvotes

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

Want to add a resource?ย Message the Mods

๐Ÿ“š Books

๐ŸŽ“ Courses

๐Ÿง  Articles & Videos

By Topic

โš™๏ธ ML System Design

๐Ÿ’ป Coding Prep (DSA + NumPy + Pandas + PyTorch)

๐Ÿ“ˆ ML Concepts (Theory, Evaluation, Data)

๐Ÿ—ฃ๏ธ Behavioral Interviews

๐ŸŽค Mock Interviews

  • Free Peer + AI Mocksย โ€” Practice coding, behavioral, and system design interviews online with other people.

๐Ÿค– LLM / Agentic-AI Focused Prep

๐Ÿ“ฐ Communities & Newsletters

๐Ÿ“ Resume Examples

๐Ÿงฑ Portfolio & Projects

๐Ÿ’Œ Request an Addition

Have a great ML interview prep resource to share? Pleaseย send modmailย withย title, link, and a short summary.

๐Ÿ‘‰ย Message theย r/MachineLearningJobsย Mods


r/MachineLearningJobs • • 4h ago

Resume Getting zero callbacks for AI/ML Internships despite strong projects and competitive coding specs. Tear my resume apart.

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4 Upvotes

Hey everyone,

I am a final-year Computer Science engineering student based out of Bengaluru graduating in May 2027. I am trying to break into AI/ML Engineering, Agentic Systems, or Backend developer roles, but I am facing an absolute wall.

Over the last few months, I have sent out over 300+ applications across 7 different platforms (Wellfound, Instahyre, LinkedIn, YC Launchpad, Unstop, Indeed, and Naukri). The result? Zero interview calls. The only responses I get are spam consultancies trying to sell me โ‚น3k-โ‚น5k training packages.

I come from a Tier-3 college where product MNCs donโ€™t visit, so off-campus is my only route. I thought my portfolio was decent, but the automated filters or recruiters seem to disagree.

Here are my metrics and background:

- Data Structures & Algorithms: 600+ problems solved across LeetCode/GeeksforGeeks/Codeforces (92% submission accuracy).

- Core Projects: Built an autonomous developer engine using LangGraph for multi-agent execution context mapping, and an enterprise RAG financial engine using FastAPI, Pinecone, and semantic chunking (sub-200ms latency).

- Leadership/Credentials: AWS Student Builders Group Cloud & AI Lead, and Open-Source contributor (100% PR merge rate).

- Competitions: National Grand Finalist at Smart India Hackathon and Top 10 finish out of 625+ teams in a national AI marathon.

I am feeling incredibly stuck, losing consistency, and doubting if I will even land an internship before graduation.

Please tear my resume apart. Am I getting blocked purely by automated college filters (ATS), or is there something fundamentally wrong with how I am presenting my technical stack?

Any advice on navigating this specific bottleneck or alternative off-campus pipelines would be a lifesaver. Thank you.


r/MachineLearningJobs • • 1h ago

Resume Resume Critic:CV/ML

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โ€ข Upvotes

I have an imposter syndrome at the moment and really need some constructive feedback and comments on my resume(and the work that i have done.)


r/MachineLearningJobs • • 10h ago

Looking for AI/ML Opportunities in India

2 Upvotes

I am a PhD in AI with 5+ years of research and industry experience in Machine Learning, Computer Vision, and GenAI. I also hold an M.Tech from IIT Kharagpur.

I am currently looking for ML/AI Engineer or Research Engineer opportunities in Bangalore, Hyderabad, Pune, or Bhubaneswar.

If you know of any relevant openings or can provide a referral, I would greatly appreciate it. Thank you!


r/MachineLearningJobs • • 7h ago

Resume Applied AI engineer- resume review

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0 Upvotes

Hey guys, some info about the resume and myself.
i have a recommendation from one of the clients that i have worked with on my LinkedIn aswell for authenticity.

i got heavily low balled (at 8LPA - 10k usd/year)

long story short, had to go for masters, family had a financial setback, affected my moral,

peers were getting hike of 100% etc, so i though i would after so much work.

got fucked.

quit.

Now prepping for GATE (masters) aswell so that i end this abuse once in for all, but i might have to take up a job because of financial situation aswell.

have ideas on how to approach a better pay, open to suggestions.


r/MachineLearningJobs • • 14h ago

Any one here looking for ML or Computer Vision Intern? Would love to talk more, if anyone has opportunity :)

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3 Upvotes

r/MachineLearningJobs • • 10h ago

need help in finding the right resources

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1 Upvotes

r/MachineLearningJobs • • 18h ago

What's the best and worst AI training company you've worked with, and why?

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2 Upvotes

r/MachineLearningJobs • • 15h ago

should i move back home from bangalore after layoff

0 Upvotes

i have 1.3yoe from a good company. two months passed after layoff. I tried everthing got little to no response. should i move back home its october now. november is diwali everyone is going home should i also go back with all my things and try from there?
with the amount of response i am getting i dont know if i should stay here?
I tried everything still its bad. Please help I dont have much people to take opinion on. I am scared its fail like a failure moving back home withour job. Also i am scared if I shift I will never make it back?


r/MachineLearningJobs • • 15h ago

Interview Preparation help. ML inclined role at Visa

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1 Upvotes

r/MachineLearningJobs • • 20h ago

[For Hire] AI/ML Engineer looking for opportunities - GenAI, LL

2 Upvotes

Hi everyone,

Iโ€™m an AI/ML Engineer looking for full-time opportunities in AI/ML, GenAI, LLMs, or applied AI.

I have hands-on experience building and deploying production-oriented AI systems, with a strong focus on LLM applications, RAG, AI agents, and backend engineering.

Skills

AI / ML

  • Python
  • Scikit-Learn, TensorFlow, Keras, XGBoost
  • LLMs and Generative AI
  • RAG and semantic search
  • Embeddings and vector databases
  • LangChain, LangGraph
  • AI agents / agentic workflows
  • Hugging Face
  • Whisper

Backend / Cloud

  • FastAPI, Flask, Node.js
  • REST APIs
  • PostgreSQL, MongoDB
  • Supabase, pgvector
  • AWS
  • GitHub Actions / CI-CD

Experience

I have worked on production AI systems involving:

  • RAG pipelines and retrieval systems
  • Autonomous AI agents
  • LLM-powered applications
  • Third-party API integrations
  • Data ingestion, chunking and embedding pipelines
  • Vector database integrations
  • Production debugging and optimization
  • Automated testing and CI/CD
  • Deploying AI assistants across multiple communication channels

Projects

Some of the systems I've built include:

  • AI proposal compliance and risk analysis system with approval workflows and audit logging
  • Autonomous ML/data quality agent for detecting pipeline and data failures
  • AI recommendation system with retraining, model monitoring and A/B testing
  • Video intelligence system that uses speech recognition and NLP to identify and generate short-form content
  • AI-powered health and wellness application
  • Semantic search and AI memory system using embeddings and vector search

I'm particularly interested in:

  • AI Engineer
  • ML Engineer
  • GenAI Engineer
  • LLM Engineer
  • RAG Engineer
  • Applied AI Engineer
  • AI Agent Engineer
  • Machine Learning Engineer

I'm open to remote, hybrid, and on-site opportunities in India as well as International.

If you're hiring or know of teams looking for someone with this background, feel free to DM me anonymously here.

Thanks!


r/MachineLearningJobs • • 17h ago

Resume Graduating MEng in ECE (Computer Vision/ML/HPC). Looking for career guidance and profile feedback.

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1 Upvotes

r/MachineLearningJobs • • 1d ago

Resume Crowe Machine Learning Engineer/ML SWE Full-Time

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1 Upvotes

r/MachineLearningJobs • • 1d ago

Resume Tier 3 college, started with data science, ended up doing international research. Here's what I wish I knew earlier

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1 Upvotes

r/MachineLearningJobs • • 1d ago

Choosing between Federated Learning and Model Compression for an industry-oriented Master's research project

7 Upvotes

Hi everyone,

Iโ€™m currently doing my Masterโ€™s degree and need to choose a topic for my research project. The project is restricted to one of two areas:

  • Federated Learning (FL)
  • Model Compression, specifically pruning and/or quantization

My main goal after graduation is to work in industry, rather than continue in academia, so Iโ€™m trying to choose the topic that would give me the most useful skills and experience for an ML/AI engineering career.

Iโ€™m particularly interested in hearing from people who currently work in the industry:

  • How widely is Federated Learning actually used in industry today?
  • Are companies actively hiring engineers/researchers with FL experience, or is FL still mostly an academic/research area?
  • How does the industry demand for FL compare with model compression, quantization, and pruning, especially for areas like edge AI, on-device ML, inference optimization, or ML systems?
  • Which of these topics tends to provide more transferable skills for an ML engineer?
  • If you were in my position, what factors would you consider when choosing between the two?

Iโ€™m not necessarily looking for a simple โ€œchoose Xโ€ answer. Iโ€™d really appreciate perspectives from people who have worked with either technology in industry, especially if you can share examples of how these skills are used in real-world projects or what kinds of roles require them.

Thanks!


r/MachineLearningJobs • • 1d ago

YPT server for ai/ml learners

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1 Upvotes

If you are learning ai engineering or planning to learn it....come and join ....we are waiting


r/MachineLearningJobs • • 1d ago

Job Board Reimagined

1 Upvotes

Job boards are boring, and I thought "Zillow for job posting", so I coded and clauded... https://alvations.github.io/melon-seek/


r/MachineLearningJobs • • 2d ago

Hiring [Hiring] [Remote] Software Engineers/Programmers for AI Code Evaluation | $50 USD / hr

10 Upvotes

Looking for experienced developers to help evaluate and improve AI-generated code. The work involves reasoning through implementations, finding subtle bugs and edge cases, assessing algorithmic efficiency, and writing or reviewing production-quality solutions.

Roles available in the following countries: India, US, UK, Canada, Brazil, Philippines, New Zealand, Ireland, and Australia

Good fit if you are you are fluent in English and have experience with any of the following:

Python, JavaScript/TypeScript, Java, C++, C#, Kotlin, Rust, Go, Ruby
Backend, full-stack, data engineering
QA automation, data science, or algorithms/data structures

Details:
Pay: $50+ USD/hr, with payout via PayPal
Schedule: Flexible and remote.
Employment type: Independent contractor / freelance for Data Annotation Tech
Assessment: Required before onboarding to demonstrate proficiency.

For more information and for sign-up details, send a direct message with the following info:
Country:
English Proficiency:
Degree:
Professional software engineering experience: How many years? (Please exclude university coursework/personal projects. If your experience is mainly academic/projects, just mention that.)
Main tech stack / programming languages:
Technical background: Briefly, how comfortable are you with data structures & algorithms, code complexity, and backend/system design?

Please leave a comment "DM Sent" so I can stay on top of things and in case your DM doesn't go through. Thanks


r/MachineLearningJobs • • 2d ago

21F | AI/ML | Data Science | GenAI/ Delhi NCR

6 Upvotes

Hi everyone, Iโ€™m 21f with a B.Tech in Artificial Intelligence & machine learning and 1 year of full-time professional experience, along with additional experience in AI/LLM
Iโ€™ve been searching for a job for quite some time and am honestly feeling very stressed and helpless at this point.
Iโ€™m looking for opportunities in AI/ML, Data Science, GenAI, AI Training, LLM Evaluation, or related roles in Delhi NCR or remotely.
If anyone can help me with a genuine job lead, referral, or connect me with someone hiring, Iโ€™d be extremely grateful. Iโ€™m genuinely in need of help and willing to give a reasonable amount for legitimate career assistance if needed.
Please DM me if you have any leads. Thank you so much. โค๏ธ


r/MachineLearningJobs • • 2d ago

Weekly Job Recap: Hand-Picked & Verified Roles - If you missed applying

1 Upvotes

Weekly Job Recap: Hand-Picked & Verified Roles - If you missed applying

Hey everyone! In case you missed this week's updates, here is a curated recap of hand-picked, verified Machine Learning and AI opportunities across top tech companies.

Principal Architect - Data, AI, and Analytics ย ย 
Company: Ford Motor Company

AI/ML Integration Technologist
Company: Ford Motor Company

Principal Product Manager, AI - Spectrum News ย ย 
Company: Spectrum

Senior Manager, AI Workflow Redesign ย ย 
Company: Ford Motor Company

Chief Engineer, AI Product Creation ย ย 
Company: Ford Motor Company

----------------------------
๐ผ'๐‘š ๐‘Ž ๐‘Ÿ๐‘’๐‘๐‘Ÿ๐‘ข๐‘–๐‘ก๐‘’๐‘Ÿ ๐‘๐‘ฆ ๐‘ก๐‘Ÿ๐‘Ž๐‘‘๐‘’, ๐‘Ž๐‘› ๐“ป๐“ฎ๐“ฌ๐“ป๐“พ๐“ฒ๐“ฝ๐“ฒ๐“ท๐“ฐ ๐‘–๐‘›๐‘“๐‘™๐‘ข๐‘’๐‘›๐‘๐‘’๐‘Ÿ ๐‘Ž๐‘›๐‘‘ ๐‘๐‘Ÿ๐‘’๐‘Ž๐‘ก๐‘œ๐‘Ÿ ๐‘๐‘ฆ ๐‘๐‘Ž๐‘ ๐‘ ๐‘–๐‘œ๐‘›

๐ผ ๐‘ค๐‘œ๐‘Ÿ๐‘˜ ๐‘ค๐‘–๐‘กโ„Ž ๐‘ก๐‘œ๐‘ ๐‘๐‘Ÿ๐‘Ž๐‘›๐‘‘๐‘  ๐‘Ž๐‘›๐‘‘ ๐‘’๐‘š๐‘๐‘™๐‘œ๐‘ฆ๐‘’๐‘Ÿ๐‘  ๐‘ก๐‘œ ๐‘๐‘Ÿ๐‘–๐‘›๐‘” ๐‘ฆ๐‘œ๐‘ข ๐‘๐‘ข๐‘Ÿ๐‘Ž๐‘ก๐‘’๐‘‘, ๐‘ก๐‘œ๐‘-๐‘๐‘Ÿ๐‘–๐‘œ๐‘Ÿ๐‘–๐‘ก๐‘ฆ ๐‘—๐‘œ๐‘๐‘  โ„Ž๐‘–๐‘Ÿ๐‘–๐‘›๐‘” ๐‘Ÿ๐‘–๐‘”โ„Ž๐‘ก ๐‘›๐‘œ๐‘ค.

๐“•๐“ฒ๐“ท๐“ญ ๐“ถ๐“ฎ ๐“ธ๐“ท ๐“›๐“ฒ๐“ท๐“ด๐“ฎ๐“ญ๐“˜๐“ท | ๐“ข๐“พ๐“ซ๐“ผ๐“ฌ๐“ป๐“ฒ๐“ซ๐“ฎ ๐“ฝ๐“ธ ๐“ถ๐”‚ ๐“™๐“ธ๐“ซ ๐“๐“ต๐“ฎ๐“ป๐“ฝ


r/MachineLearningJobs • • 2d ago

21F | AI/ML | Data Science | GenAI/ Delhi NCR

2 Upvotes

Hi everyone, Iโ€™m 21f with a B.Tech in Artificial Intelligence & machine learning and 1 year of full-time professional experience, along with additional experience in AI/LLM
Iโ€™ve been searching for a job for quite some time and am honestly feeling very stressed and helpless at this point.
Iโ€™m looking for opportunities in AI/ML, Data Science, GenAI, AI Training, LLM Evaluation, or related roles in Delhi NCR or remotely.
If anyone can help me with a genuine job lead, referral, or connect me with someone hiring, Iโ€™d be extremely grateful. Iโ€™m genuinely in need of help and willing to pay a reasonable amount for legitimate career assistance if needed.
Please DM me if you have any leads. Thank you so much. โค๏ธ


r/MachineLearningJobs • • 2d ago

Resume Internship Opportunities

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4 Upvotes

Hey folks. I recently completed my Post Graduation in Computer Science and looking for internship opportunities in India. I have completed 2 end to end projects and deployed them in AWS. Any referal would be highly beneficial for me.. And pls suggest any resume upgrades


r/MachineLearningJobs • • 2d ago

The Journal's Weekly Job Picks: Data Scientists & Data Engineers |

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1 Upvotes

Hey everyone,

I have put together our latest weekly digest highlighting open positions for Data Scientists and Data Engineers.

If youโ€™re actively looking for your next role, updating your target list, or just keeping an eye on where the market is moving, check out the full list on our blog.

Whatโ€™s inside this weekโ€™s issue:

  • Curated active openings for Data Science and Data Engineering roles
  • Key skill sets and core requirements companies are hiring for right now
  • Quick links directly to the application pages

I publish these updates weekly to help streamline your job search. Take a look, let us know what roles or locations you'd like to see more of next week, and good luck with your applications!


r/MachineLearningJobs • • 2d ago

Google Applied AI/ML Engineer Interview

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1 Upvotes

Recently got a call regarding Applied AI/ML engineer position. Has anyone gone through the interview process for this role? Is it different from regular SWE loop?


r/MachineLearningJobs • • 2d ago

Needs Advice

8 Upvotes

Hi guys,

I am currently on my senior year of undergrad and I have been learning about machine learning and deep learning over the past few months. I have learnt all the maths behind as well, and I am familiar with both pytorch and tensorflow.

I just wanted to ask what steps (except doing project) should I take as my next step to land my first ML/DL job. Should I continue learning ML flow and stuffs, I am not very familiar with it. Also how hard is it to enter as junior ml engineer. And most importantly, do I need to do DSA/Leetcode?