Understanding Advanced Algorithms Compsci 224 Lecture 1

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Key Takeaways about Advanced Algorithms Compsci 224 Lecture 1

  • Scaling for max flow, blocking flow.
  • second order methods (Newton's method), path-following interior point wrap-up.
  • Path-following interior point, first order methods (gradient descent).
  • Learning from experts, multiplicative weights.
  • Hashing: load balancing, k-wise independence, chaining, linear probing.

Detailed Analysis of Advanced Algorithms Compsci 224 Lecture 1

Simplex wrap-up, strong duality, complementary slackness, ellipsoid, intro to interior point. Fusion trees, word-level parallelism, most significant set bit in constant time. Guest

Power of random signs: ℓ2 norm estimation, subspace embeddings (regression), Johnson-Lindenstrauss, deterministic point ...

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