Links
Jan de Leeuw's picture describing the relations among the ß weights, Y, Y', and R2.
http://www.stat.ucla.edu/textbook/singles/single_structured/multreg/bpict.html
A simple intro to regression basics. Nice layout. Some sample questions and answers.
http://www.cne.gmu.edu/modules/dau/stat/regression/linregsn/linregsn_frm.html
A least squares bibliography (how cool! The fewest squares around!).
http://mijuno.larc.nasa.gov/dfc/biblio/lsB.html
Interactions in regression. Moving 3D representations of interactions. Animated graphics. Nice.
http://seamonkey.ed.asu.edu/~alex/multimedia/regression.html
SAS Institute
Datasets:
http://psych.colorado.edu/~mcclella/statistics.html
http://www.jeremymiles.co.uk/regressionbook/data/index.html
http://www.ruf.rice.edu/~lane/rvls.html
http://www.amstat.org/ (use keyword ‘datasets’ for search; there are many datasets available)
http://core.ecu.edu/psyc/wuenschk/data.htm