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Win: The Competitions Playbook | AlgoCracked
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  3. Win: The Competitions Playbook

COURSE

Premium Courseadvanced

Win: The Competitions Playbook

Enter Kaggle, Zindi, WorldQuant BRAIN, Codeforces, and hackathons not as a hobbyist but as an operator — and convert every placement into career capital, content, and compounding traffic. Reach the medal zone or demo-day placement on at least one platform during the cohort, and ship a complete Trophy Funnel asset set against the result.

The promise

Enter Kaggle, Zindi, WorldQuant BRAIN, Codeforces, and hackathons not as a hobbyist but as an operator — and convert every placement into career capital, content, and compounding traffic. Reach the medal zone or demo-day placement on at least one platform during the cohort, and ship a complete Trophy Funnel asset set against the result.

Included
Self-paced lessonsHands-on implementationCertificate of completion

What you'll master

Articulate the Trophy Funnel thesis: why a verified leaderboard placement compounds career capital faster than any landing-page claim.
Choose the right competition arena for a given goal in under 10 minutes using an arena-selection matrix.
Stand up the reusable competition infrastructure (experiment tracker, validation harness template, submission pipeline, content-capture checklist) once and reuse forever.
Apply platform-specific ethics rules — Kaggle kernel attribution, Zindi team-of-4 norms, ICPC code-reuse policy, WorldQuant IQC same-university rule, MLH license requirements — before entering any competition.

Earn a verifiable certificate

Finish the course and claim a shareable AlgoCracked credential with its own public verification page. Here's the certificate you'll earn:

AlgoCracked
Proof of applied skill
Sample certificate
This certifies that
Your Name
has completed the course
Win: The Competitions Playbook
AwardedOn course completion
Issued
On completion
Credential ID
CERT-XXXXXXXX
Verify online
algocracked.com/certificate/CERT-XXXXXXXX
★
Preview

Prerequisites

  • Intermediate Python — pandas, NumPy, scikit-learn pipelines (daily-use fluency, not first-month exposure)
  • Exposure to at least one gradient-boosting library (XGBoost, LightGBM, or CatBoost)
  • Basic statistics: mean, variance, distributions, correlation, confidence intervals
  • Git/GitHub basics — fork, commit, push, open a pull request
  • A working compute setup: Colab, Kaggle Kernels, or a local Python 3.12 environment
  • **Willingness to enter at least one live competition during the cohort.** The capstone is non-optional.

THE FULL BRIEF

How the learning experience works

The Meta-Game — Trophy Funnel thesis, Arena Map, competition system setup, ethics and eligibility. Winning ML and Data Science Competitions — Kaggle mechanics, CV discipline, feature engineering at competition scale, ensembling and hill climbing, the LLM-era GPU-poor playbook, Zindi/UmojaHack and the African ML funnel. Quant Competitions — WorldQuant, Numerai, and the Consultant Ladder — BRAIN alpha anatomy, the IQC 2026 three-stage playbook, the Consultant ladder, Numerai stake-as-conviction, QuantConnect / prop-firm pointer. Hackathons, Competitive Programming, and the Career Funnel — scope, pitch, demo, team roles, AI-agent harness engineering, the CP sub-track (Codeforces / ICPC-ACPC / LeetCode), conversion playbook from leaderboard to career and the Trophy Funnel. Capstone — Run the Full Trophy Funnel — one live competition entry, post-mortem, open-source repo, profile set, content multiplier, UTM tracking, cohort defense.

Final Deliverable

The Trophy Funnel Capstone — one completed live competition entry plus the full funnel asset set: Submission to a live Kaggle Playground, Zindi open challenge, DrivenData competition, WorldQuant BRAIN alpha submission, live MLH/Devpost/KE-event hackathon, or 4-round Codeforces sequence Post-mortem blog or YouTube breakdown Open-source repo with a funnel-aware README Polished public profile set (Kaggle / Zindi / BRAIN / GitHub / LinkedIn / X) UTM-tracked link map measuring which platform drove the most traffic Cohort review defense Graded against the rubric, not the leaderboard. A 187th-place finish with a full funnel beats a rank-80 finish with no content.

Premium course

Win: The Competitions Playbook

$149

One-time

Get one-time access to the complete course and start learning right away.

Difficulty
advanced
Course length
80h
Format
Interactive Online
Win: The Competitions Playbook

Structured Access

Built around a clear learning path

Flexible Platform Plans

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