You can remember the meaning of 谈话 with this easy mnemonic:
What are you going to speak (谈) about today? A lot of people are coming to listen to you talk, don't speak about anything too controversial!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.