Yeast cells are eukaryotic with a defined nucleus and membrane-bound organelles, while bacterial cells are prokaryotic lacking a true nucleus and organelles. Both share characteristics like being unicellular, microscopic, and capable of fermentation, making cellular organization the key difference.