I think maybe they mean 10 milli Farads, which is more like it, at 10,000 uF. Why this format still appears on schematics this way I don't know....
The supply rails for this chip are supposed to be +/- 18 VDC, so I think this design is cutting it pretty close.
Perhaps the IC is oscillating, not a good thing. Parts layout, physical locations of decoupling capacitors and ground connection paths are always critical in these types of amplifiers. There are alot of possible things that can go wrong fast in these types of designs.
If you are starting out in electronics, it may be better to try one of the kits that are widely available, and usually well documented. Even if the kit only has a PCB, atleast you eliminate a major source of problems.
Another source of proven designs for amplifiers is in the data books from component manufacturers. These often give suggested layouts, PCB artwork, design notes and the like that will be invaluable to experimenting.
The old GE and Motorola transistor books had amp designs that were very well done, and often were used in commercial equipment. Many of these designs are available on the internet.