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DS Interview Prep — Rounds, Cases, Offer Close

20 lessons

  1. 1. M0 — SQL + Python Screens
    1. Video lesson1. SQL Screen Drills (Timed Sets)9m
    2. Reading2. Python / Pandas / EDA Screens3m
    3. Assignment3. Quiz: SQL/Python Screens7m
    4. Project submission4. Mock Screen Defense (Query + EDA Artifact)71m
  2. 2. M1 — Stats / Experimentation Rounds
    1. Video lesson1. Stats / Experimentation Rounds13m
    2. Reading2. AB-Test49 Writeup Defense (SRM/Peeking/Readout)3m
    3. Assignment3. Quiz: Stats Rounds6m
    4. Project submission4. Stats-Round Mock (Recorded)71m
  3. 3. M2 — ML Case Labs
    1. Video lesson1. ML Case Lab (Selection/CV/Leakage/PR-AUC/SHAP)13m
    2. Reading2. Churn / LTV Case Defense (Calibration -> Decision)3m
    3. Assignment3. Quiz: ML Cases6m
    4. Project submission4. ML-Case Mock (Recorded)71m
  4. 4. M3 — Offer Close: Guesstimates, Portfolio, Final
    1. Video lesson1. Guesstimate + Product Sense13m
    2. Reading2. Resume / Portfolio Checklist (v3)3m
    3. Assignment3. Quiz: Guesstimate + Product + STAR6m
    4. Project submission4. Capstone: Domain Capstone (Vertical)71m
    5. Assignment5. Quiz: 45Q Proctored Final (Track-Level)20m
    6. Project submission6. Mocks Ladder Proof (30-50: Mentor + Peer + AI)71m
    7. Reading7. [UNPUBLISHED DRAFT] Proctored Final Brief (45Q Blueprint)3m
  5. 5. Capstone: Domain Capstone Brief (Plan 96 Sec 6)
    1. Reading1. Capstone Brief: Domain Capstone (UNPUBLISHED)4m
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Micro Free Courses

DS Interview Prep — Rounds, Cases, Offer Close

20 lessons

  1. 1. M0 — SQL + Python Screens
    1. Video lesson1. SQL Screen Drills (Timed Sets)9m
    2. Reading2. Python / Pandas / EDA Screens3m
    3. Assignment3. Quiz: SQL/Python Screens7m
    4. Project submission4. Mock Screen Defense (Query + EDA Artifact)71m
  2. 2. M1 — Stats / Experimentation Rounds
    1. Video lesson1. Stats / Experimentation Rounds13m
    2. Reading2. AB-Test49 Writeup Defense (SRM/Peeking/Readout)3m
    3. Assignment3. Quiz: Stats Rounds6m
    4. Project submission4. Stats-Round Mock (Recorded)71m
  3. 3. M2 — ML Case Labs
    1. Video lesson1. ML Case Lab (Selection/CV/Leakage/PR-AUC/SHAP)13m
    2. Reading2. Churn / LTV Case Defense (Calibration -> Decision)3m
    3. Assignment3. Quiz: ML Cases6m
    4. Project submission4. ML-Case Mock (Recorded)71m
  4. 4. M3 — Offer Close: Guesstimates, Portfolio, Final
    1. Video lesson1. Guesstimate + Product Sense13m
    2. Reading2. Resume / Portfolio Checklist (v3)3m
    3. Assignment3. Quiz: Guesstimate + Product + STAR6m
    4. Project submission4. Capstone: Domain Capstone (Vertical)71m
    5. Assignment5. Quiz: 45Q Proctored Final (Track-Level)20m
    6. Project submission6. Mocks Ladder Proof (30-50: Mentor + Peer + AI)71m
    7. Reading7. [UNPUBLISHED DRAFT] Proctored Final Brief (45Q Blueprint)3m
  5. 5. Capstone: Domain Capstone Brief (Plan 96 Sec 6)
    1. Reading1. Capstone Brief: Domain Capstone (UNPUBLISHED)4m

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  4. M2 — ML Case Labs

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M2 — ML Case Labs

Selection/CV/leakage/PR-AUC/SHAP/threshold cases, churn defense, ML quiz, recorded mock.

Module Progress0% Complete
93 min total
4 Lessons
0 Completed

Module Content

ML Case Lab (Selection/CV/Leakage/PR-AUC/SHAP)

Outcome: Tell SHAP + threshold story on churn/LTV Curated video (CodeEmporium): How would a Data Scientist analyze Customer Churn? — https://www.youtube.com/watch?v=6EmjRXUcARc (verified live via yt-dlp 2026-09-24). Pointer: 79-derived items; WE W3-W4 churn/LTV; shell: courses/video-scripts/ds-interview-prep/03.md.

13 minVideo
Start

Churn / LTV Case Defense (Calibration -> Decision)

Defend threshold policy + calibration.

3 minArticle
Start

Quiz: ML Cases

10 scenario MCQs, Bloom 3-4, gate >= 80.

6 minAssignment
Start

ML-Case Mock (Recorded)

Pass mock with decision framing.

71 minSubmission
Start
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