In a small bowl, combine coffee and marsala wine.
Dip half of the ladyfingers in the coffee mixture and place on the bottom of an 8x8 inch baking dish.
In a large bowl, beat mascarpone cheese, sugar, vanilla extract, and almond extract until smooth.
In a separate bowl, whip cream until stiff peaks form.
Gently fold whipped cream into mascarpone mixture.
Spread half of the mascarpone mixture over ladyfingers in the dish.
Repeat steps 2-6 with remaining ladyfingers, coffee mixture, and mascarpone mixture.
Sprinkle with toasted sliced almonds and refrigerate for at least 2 hours before serving. Enjoy!