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ML Competition Platforms Guide

Every ML competition platform — Kaggle, Zindi, DrivenData, Numerai, ARC Prize, Topcoder and more.

ML Competition Platforms Guide

Kaggle — kaggle.com/competitions

  • Best for: Beginners AND experts. Biggest community, most resources.
  • Prize range: $0–$1,000,000+
  • Rank system: Novice → Contributor → Expert → Master → Grandmaster
  • Tips: Start with "Getting Started" competitions (Titanic, House Prices). Read Discussion tab obsessively.
  • How to win: Feature engineering + ensembling + CV discipline

DrivenData — drivendata.org/competitions

  • Best for: Social-impact ML (health, climate, NLP for good)
  • Prize range: $5,000–$50,000 typically
  • Competition count: ~$4.97M total prizes given out
  • Tips: Less competitors = better odds. Partners: NASA, Microsoft, World Bank.

Zindi — zindi.africa

  • Best for: Africa-focused problems, beginner-friendly
  • Prize range: $500–$10,000
  • Tips: Active Slack community. Great for first wins.

Codabench — codabench.org

  • Best for: Research benchmarks, reproducible AI
  • Tips: Academic/research flavor. Good for publications.

AIcrowd — aicrowd.com

  • Best for: RL challenges, logistics, NLP
  • Tips: Unique problem types you won't find on Kaggle

MachineHack — machinehack.com

  • Best for: Industry-sponsored, job placement
  • Tips: Companies actively recruit from leaderboards

Signate — signate.jp

  • Best for: Japanese industry problems
  • Tips: Recruiter integration — winning gets you job offers

Solafune — solafune.com

  • Best for: Satellite / geospatial data
  • Tips: Very niche = fewer competitors. Unique skill builder.

Numerai — numer.ai ★ UNIQUE

  • Best for: Stock market prediction. Runs a real hedge fund using your models.
  • Format: Weekly rounds. Submit predictions every Saturday.
  • Reward: Stake NMR (crypto token) on your model. Positive score = more NMR. Negative = burned.
  • Key fact: Data is fully obfuscated — you don't need to know finance.
  • Why enter: Only competition where your model runs in production in a real hedge fund.
  • Tips: Start without staking to learn the format. Use tree-based models. Read era-boosting techniques.

Topcoder — topcoder.com/challenges

  • Best for: Marathon Matches (long-form optimization problems) + AI/ML challenges
  • Format: Single Round Matches (competitive coding) + Marathon Matches (ML/optimization)
  • Tips: Top Marathon Match performers get invited to TCO (Topcoder Open) Finals in USA
  • Prize range: $100–$100,000+

ARC Prize — arcprize.org ★ PRESTIGIOUS

  • Best for: AGI research. The hardest ML competition in the world.
  • 2026 prize pool: $2,000,000
  • Tracks:
    • ARC-AGI-2: $1M (open source your solution to ARC reasoning benchmark)
    • ARC-AGI-3: $75K in milestone prizes (build agents that play ARC games)
  • Hosted on: Kaggle
  • Key dates 2026: Jun 30 Milestone 1, Sep 30 Milestone 2, Nov 2 final submission
  • Tips: Requires open-sourcing your solution. Even partial progress = publications + recognition.

MLContests — mlcontests.com

  • Best for: Aggregator — see ALL active competitions in one place
  • Use weekly: Set as your Monday morning homepage