Heat oven to 350°F. Generously grease with shortening and lightly flour 12-cup fluted tube pan. In medium bowl, beat cake mix, milk, peanut butter, vanilla and eggs with electric mixer at low speed 1 minute, scraping bowl constantly. Beat 2 minutes at medium speed, scraping bowl occasionally. Stir in miniature chocolate chips. Pour into greased and floured pan.