Recent content by Nick Alger

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    Lang's Basic Mathematics for General GRE Prep

    The GRE general math section is stupidly simple for someone with a technical undergraduate background like math, physics, or engineering. The challenge is dealing with the time pressure, avoiding simple mistakes and things like that. Just get some past tests and work through them. Lang's book...
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    Graduate Particle Swarm Optimization vs. Newton's Method

    Different optimization problems have different levels of structure. As a broad principle, you want to use a method that takes advantage of as much structure from your problem as possible. For convex problems, it's good to use convex optimization techniques. If the unknowns are separated into...
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    Recommended book for Optimisation?

    Numerical Optimization by Nocedal and Wright, and Convex Optimization by Boyd are both truly excellent.
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    Graduate Why Does L1 Regularization Lead to Sparse Solutions Unlike L2?

    The best intuition I've found comes from considering a special case, the 1D minimization problem argmin_x |x| + a/2(x-1)^2. The absolute value term tries to put the minimum at x=0, and the quadratic term tries to put the minimum at x=1. The constant 'a' determines the relative influence of the...