The first is not what I am used to.
It only works if the artist_id column exists and is the same name in both tables.
SELECT artist_name, album_name
FROM artist
INNER JOIN album
USING (artist_id);
SELECT artist_name, album_name
FROM artist
INNER JOIN album ON artist.artist_id = album.artist_id;
SELECT artist_name, album_name
FROM artist, album
WHERE artist.artist_id = album.artist_id;
LEFT and RIGHT JOINS:
SELECT track_name, played
FROM track LEFT JOIN played USING (artist_id, album_id, track_id)
ORDER BY played DESC;
SELECT artist_name, album_name
FROM artist LEFT JOIN album ON artist.artist_id = album.artist_id;
[Summarized from Learning MySQL]