Bitcoin Q&A: Important Terminology Explained

I am confused by terminology in Bitcoin. Please explain the following terms: private / public keys, hash functions, elliptic curve, addresses, and signatures. How can you create an address offline? How does the Bitcoin network "find out" about the address?