Andy's Brain Blog and associated Youtube Channel with a ton of hands-on videos on processing imaging data in SPM, FSL and AFNI as well as general tips on statistics, working with Unix-based systems and the programming language R, and many more...
(f)MRI analysis books
- Huettel, S. A., Song, A. W. & McCarthy, G. (2008). Functional magnetic resonance imaging. Sinauer Associates.
- Poldrack, R. A., Mumford, J. A., & Nichols, T. E. (2011). Handbook of functional MRI data analysis. Cambridge University Press. Accompanying webpage
- Ashby, F. G. (2011). Statistical analysis of fMRI data. MIT press.
- OpenfMRI - Platform to share fMRI datasets
- NeuroVault - Unthresholded statistical maps from fMRI experiments
- Neurosynth provides automatic aggregation of fMRI activations from several thousand studies
- RStudio - user-friendly interface for interacting with R
- Cookbook for R - Generally good resource for learning R, but particularly useful for plotting nice graphs with the help of ggplot2.
- statcheck - an R package to check articles (including your own) for correct reporting of statistics
- Field, A., Miles, J., & Field, Z. (2012). Discovering Statistics Using R. Sage.
- Field, A. (2013). Discovering statistics using IBM SPSS statistics. Sage.