All Purpose Fertilizer vs. Hydroponic Nutrients

Can you feed plants in hydroponics with regular all-purpose liquid mineral soil nutrients you can find at a big box store? Conversely, can you use hydroponic nutrients with soil or soil-based potting mixes? What about soil fertilizers with soilless potting mixes? All explained here in this great vid: