Practical Summary: Loeb Associate Professor of Engineering and Applied Sciences at the Harvard John A. Path-following interior point, first order methods (gradient descent).
Advanced Algorithms Compsci 224 Lecture 15 - Practical Meaning
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Practical Meaning
Power of random signs: ℓ2 norm estimation, subspace embeddings (regression), Johnson-Lindenstrauss, deterministic point ... Symmetrization, hashing: linear probing (5-wise indep.), bloom filters, cuckoo hashing, bloomier filters. Simplex wrap-up, strong duality, complementary slackness, ellipsoid, intro to interior point.
General Useful Breakdown
Simplex wrap-up, strong duality, complementary slackness, ellipsoid, intro to interior point. Logistics, course topics, word RAM, predecessor, van Emde Boas, y-fast tries.
General Topic Overview
Hashing: load balancing, k-wise independence, chaining, linear probing. second order methods (Newton's method), path-following interior point wrap-up. Loeb Associate Professor of Engineering and Applied Sciences at the Harvard John A.
General Questions to Ask
Loeb Associate Professor of Engineering and Applied Sciences at the Harvard John A. Path-following interior point, first order methods (gradient descent).
Useful notes from the results
- Power of random signs: ℓ2 norm estimation, subspace embeddings (regression), Johnson-Lindenstrauss, deterministic point ...
- Symmetrization, hashing: linear probing (5-wise indep.), bloom filters, cuckoo hashing, bloomier filters.
- Simplex wrap-up, strong duality, complementary slackness, ellipsoid, intro to interior point.
- Loeb Associate Professor of Engineering and Applied Sciences at the Harvard John A.
- second order methods (Newton's method), path-following interior point wrap-up.
- Logistics, course topics, word RAM, predecessor, van Emde Boas, y-fast tries.
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