Guides
The evergreen playbook: where to find competitions, how each platform works, and how to win.
Roadmap
ML Competitions
ARC Prize — Complete Guide
The world's most prestigious AI/AGI competition. ARC-AGI tests whether AI can reason the way humans do on abstract visual tasks. Winning requires genuine AI break…
Kaggle Practical Tips — GPU, Notebooks, and Competition Mechanics
These are the operational tips that separate experienced competitors from beginners. The difference between knowing the algorithm and being able to run it fast at…
Numerai — Complete Guide
A hedge fund that runs on crowd-sourced ML models. Every week, thousands of data scientists submit predictions on obfuscated financial data. Numerai uses the best…
ML Competition Platforms Guide
Every ML competition platform — Kaggle, Zindi, DrivenData, Numerai, ARC Prize, Topcoder and more.
Hackathons
DoraHacks — Complete Guide
The world's #1 open-source developer incentive and hackathon platform. Covers: AI, Web3, Quantum Computing, Space-Tech. Not just hackathons — also grants, bountie…
Hackathon Platforms Guide
Every hackathon platform — general, Web3 and AI-native — and which to pick for your goal.
Quant Finance
Citadel & Citadel Securities Competitions
Citadel is one of the world's most prestigious hedge funds. Their competitions are invite-based or application-based and directly feed into internship/full-time p…
IMC Prosperity 4 — Trading Competition Guide
A Python-based algorithmic trading competition by IMC Trading (one of the world's top HFT firms). You build trading bots that compete in a simulated virtual marke…
Jane Street Programs & Competitions
Jane Street is the world's most elite quantitative trading firm. They don't run traditional "competitions" — instead they run selective programs that function as…
Other Quant Competitions & Programs
COMAP MCM, Optiver, Two Sigma, Erdős and other quant programs worth entering.
Quant Competitions — Overview
Quant competitions blend ML, statistics, and finance. They are among the highest-prestige competitions in tech — winning one can open doors to roles paying $200K–…
Quant Competition Research Update — 2025/2026
Deep research on P3 strategies, IQC fitness, Jane Street ETC, Citadel, and ML-vs-math approaches.
WorldQuant BRAIN — Deep Alpha Construction Guide
This guide covers every operator, data type, alpha pattern, and portfolio strategy needed to dominate the IQC. Based on documented winner strategies, finalist int…
WorldQuant International Quant Championship (IQC) 2026
The world's largest quant competition. Run by WorldQuant (top-tier hedge fund). You build "alphas" — predictive signals for equity markets — using their BRAIN pla…
Winning Strategies
Deep Learning Competition Guide — Vision & NLP
Vision backbones, augmentation, NLP fine-tuning, AWP and LoRA — the DL techniques that win modern competitions.
Feature Engineering — The Skill That Wins Tabular Competitions
Feature engineering is the single highest-leverage skill in tabular ML competitions. This guide covers every major technique used in winning solutions.
Financial ML Competition Guide — Transformers, NLP, Purged CV
This guide covers the three areas that separate top-10% from top-1% in finance-focused ML competitions: transformer architectures for time series, NLP signal extr…
How to Win Hackathons
Structure your pitch:
Kaggle Finance Competitions — Deep Winning Guide
Jane Street, Optiver, and Two Sigma are the most prestigious finance-themed Kaggle competitions. Winning or placing highly in these is a top-tier signal for quant…
How to Win Machine Learning Competitions
TabPFN is a pre-trained transformer that does in-context learning on tabular data. No training required — it's inference-only.
Staying Ahead — The Meta-Game of Competitive ML
Most competitors focus on technique. The best competitors focus on the system — how they learn faster, experiment more, and build advantages before the competitio…
ML Starter Pipeline (LightGBM + Stratified K-Fold)
Copy-paste baseline: LightGBM + StratifiedKFold CV pipeline to get on the board fast.
Research & Publishing
Research Publishing — Complete Guide for ML Researchers
In ML, top conferences are MORE prestigious than most journals. These are peer-reviewed and the highest career signal.
Top-Tier Prestige Journals — Complete Guide
Understanding the tier system is critical. In ML, conferences outrank most journals — this is unique to computer science. A NeurIPS paper carries more weight than…
Events
AI/ML Academic Conferences — Complete Guide
Each year NeurIPS hosts 10–20 official competitions alongside the conference. These are career-defining — winning a NeurIPS competition = top-tier research creden…
Developer Events — Why They Matter for Your Career
Dev events are not competitions, but they are WHERE careers get built:
In-Person Developer Events 2026
In-person events are where careers actually happen — face-to-face networking is 10x more effective than online. Prioritize attending at least 1–2 per year.
How to Find Local Tech & AI Events
Local events are underrated. Less competition for attention, easier to have real conversations, and the people you meet in-person remember you far longer than a L…
Free Online Developer Events 2026
All events below have free virtual access. Prioritize these — zero cost, maximum learning.
Networking
Build in Public — The Complete Guide
Building in public is sharing your work-in-progress openly — your competition results, project progress, failures, lessons, and wins — before they're polished. It…
In-Person Networking — How to Actually Do It
Most people attend events, talk to no one meaningful, and go home. Here's how to do it differently.
LinkedIn & GitHub — Your Public Presence
These two profiles are your resume, portfolio, and signal to recruiters — all in one. Kaggle and competition platforms are your 3rd profile.
Networking — Why It's Not Optional
In ML and tech competitions, the people you know matter as much as what you know:
Online Communities — Discord, Slack, Reddit, Twitter/X
These are where the real-time ML conversation happens. Daily presence here builds your network passively.
TikTok Marketing — Complete Guide for ML & Competition Builders
Most ML engineers ignore TikTok. That's the opportunity.
Business & Income
Authority to Income — ML Coach, Trading Coach & Coding Trainer
You are building something most online educators cannot fake:
Forex & Trading Authority Guide — Building Credibility That Sells
Everything you need to establish yourself as a trusted forex, crypto, and trading educator in the African market and beyond.
Multi-Firm Dominance Strategy — Pass 5–10 Prop Firms, Post Everything
The goal: hold funded accounts at multiple prop firms simultaneously, post every certificate and every payout, and build undeniable public proof of trading skill…
Prop Firm Challenges — Credibility, Funding & Marketing
Passing a prop firm challenge is the fastest way to get an institutional-grade, shareable credential. It costs $155–$1,080. The "FTMO Funded Trader" designation i…
Prop Firm Free Competitions — Enter Every Month
These are SEPARATE from prop firm challenges. Free to enter. Public leaderboards. Pure marketing gold.
Trading Competitions — Forex, Crypto & Quant
Every competition win or high placement is a marketing credential. This guide covers every major competition you can enter to build verifiable, public proof of tr…