Data Analysis 2014/15

Background material:

For lec 1-2,4: we covered basic statistics that is explained nicely in many introductory books. I recommend:

An introduction to the Boostrap by Efron and Tibshairani – imho the right approach for statistics in the modern era

The elements of Statistical Learning by Hastie, Tibshirani, Friedman. A different approach from the one we develop in this course, but the intro to linear regression (later multi-linear regression) is effective.

A somewhat epicurean suggestions is to use the classical Numerical Recepies book (e.g., in the C or C++ version) to understand how the concepts we introduce are implement. NRC is usually doing also a fantastic job in explaining the essence of the statistical or computational ideas behind the math.

For lecture 3, and for more background on graphical models use:

Probabilistic Graphical Models by Friedman and Koller.

—————-

Problem set for lec 1-2: pdf

Notes for lecture 5 ppt

Notes for lecture 8 ppt

Is cheating just a matter of degrees Are we all really just useless cheaters? Infidelity is commonly understood to be the most sinful of lovers’ sins. Cheating makes you pathetic. Cheating tears hearts. Cheaters kill pure things. Cheaters should never be forgiven. We like to begin relationships hoping they’ll be strong and fair and faithful. We live relationships in light of this hope, we die in relationships in light of this hope, and sometimes, even when it is the relationship that is dead we think, not lightly, "Well, at least we stayed true to each other". Because it occurs to me, surrounded by various, interesting people, perhaps we’re actually far less faithful than we all cheap gucci handbags like to think. Perhaps we’re all actually cheating on our vibram five fingers sale lovers, or will do, at some stage, given the chance. cheap gucci belts And that chance doesn’t manifest in flesh always either. But that chance will cheap gucci come around, inevitably you may be taking advantage of it right now. Hear me out. Cheating rests on binary opposition. You are either faithful
you have a food allergy or intolerance, that’s where it may show itself in the skin." That diet impacts skin health comes as no surprise to registered dietitian Angela Martindale, who works in Salt Lake City, Utah. She has seen clients who achieved clearer skin in as little as two weeks after making substantial changes to their diet, and the results last much longer than anything cheap michael kors a cream could do, she says. Utah Dermatologist Douglass W. Forsha, MD, says, however, Replica Christian Louboutin that both cheap wholesale gucci topicals and nutrition can be important for healthy skin. "Many colleagues believe that people should use something like Retin A from the teenage years until death," he says. "And studies show Christian Louboutin Online Store that Retin A will regenerate collagen damaged by too much sun exposure." Many topical products and foods provide needed vitamins to the skin. Here is cheap michael kors how to utilize dining to grasp onto these important vitamins, to help your skin stay healthy. Vitamin A is primarily used by the body to facilitate good vision, cell wholesale gucci division and
Articles Connexes´╝Ü