Books on the Philosophy of Science

The best book on the philosophy of science that I have come across is Nola and Sankey (2007). The others are almost dismissive of probability/the Bayesian methodology, in other words, they naively dismiss what science is all about, e and the only effective unifying framework. Baring that in mind, the best of the rest is Ladyman (2001).

AUDI, Robert (editor), 1999. The Cambridge Dictionary of Philosophy, 2nd Edition. Cambridge University Press.
CHALMERS, A. F., 1999. What is This Thing Called Science? Third ed. Buckingham: Open University Press.
CLUGSTON, M. J., 2004. The New Penguin Dictionary of Science
CURD, Martin and J. A. COVER, 1998. Philosophy of Science : the central issues
GOODMAN, Nelson, 1983. Fact fiction and forecast.
HOWSON, Colin, and Peter URBACH, 2005. Scientific Reasoning: The Bayesian Approach. Third ed. Open Court Publishing Company.
HULL, David L., 1988. Science as a Process: An Evolutionary Account of the Social and Conceptual Development of Science
HUME, David, A Treatise of Human Nature.
KUHN, Thomas S., The Structure of Scientific Revolutions.
LADYMAN, James, 2002. Understanding Philosophy of Science. London: Routledge.
MELLOR, D. H. (Edited by), 1980.Science, Belief & Behaviour: Essays in honour of R.B. Braithwaite.
NEWTON-SMITH, W. H. (Edited by), A Companion to the Philosophy of Science.
NOLA, Robert, and Howard SANKEY, 2007. Theories of Scientific Method. Philosophy and Science. Montreal, QC: McGill-Queen�s University Press.
O'HEAR, Anthony, 1989. An Introduction to the Philosophy of Science. Oxford: Oxford University Press.
POPPER, Karl R., Objective Knowledge.
POPPER, Karl, Conjectures and Refutations.
POPPER, Karl, The Logic of Scientific Discovery.
ROSENBERG, Alex, 2005. Philosophy of Science: A Contemporary Introduction. Second ed. Routledge Contemporary Introductions to Philosophy. New York: Routledge.
RUSSELL, Bertrand, 1948. Human Knowledge: Its Scope and Limits.

Useful for postmodernist baloney detection:
Intellectual Impostures by Alan Sokal and Jean Bricmont
Higher Superstition: The Academic Left and Its Quarrels with Science by Paul R. Gross and Norman Levitt