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mlmentorship

Free prep resources

Research Scientist preparation path

Prove mathematical depth, executable experiments, research taste, and ownership of the central claims.

Start with a closed-book baseline

Do not read the full path first.

Attempt the first scored question now. Use the result to decide which later steps need repair. Start first practice
  1. 01

    Confirm the research loop

    Separate research discussion, coding, math, brainstorm, paper defense, and job-talk expectations.

  2. 02

    Defend a research claim

    Separate the central claim from evidence, assumptions, limitations, and the strongest alternative explanation.

  3. 03

    Derive under pressure

    Use moments and distributions, state assumptions, check dimensions, and handle one changed condition.

  4. 04

    Keep experiments executable

    Implement a core mechanism with correct tensor contracts, tests, and complexity.

  5. 05

    Design discriminating evidence

    Control compute and tuning, preserve paired comparisons, and report resampled uncertainty.

  6. 06

    Investigate unknown behavior

    Generate competing hypotheses and the smallest probes that separate them.

  7. 07

    Prepare the job talk

    Organize the talk around claims, decisions, failed paths, evidence, and future work.

  8. 08

    Show research collaboration

    Use a real disagreement and show how evidence changed the decision or your own view.

  9. 09

    Simulate the loop

    Run the RS packet with unfamiliar prompts and reduce results to three bounded repairs.

After the core path

Add only the format and subject that recruiting confirmed. Do not add every frontier lab or specialist topic.

Choose one domain supplement · Add the upper-IC level overlay · Check current lab formats · Run the role simulation