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International Olympiad in Informatics Training: Path to Gold
This is a 100+ part playbook that takes you from basic C++ programming to a Gold medal at IOI. It has tutorials on 30+ algorithms and data structures, and 75+ problems based on those topics, sorted by increasing difficulty.
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2 problems to check if you satisfy C++ pre-requisites.
There are a bazillion different websites for competitive programming out there. Codeforces, SPOJ, TopCoder, Timus, CodeChef, USACO, and on and on. This discussion is a place to highlight the interesting features of each website and tell us which one you like best.