I. INTRODUCTION

II. FPGA FOR DL ACCELERATION

III. FPGA ARCHITECTURE & OPPORTUNITIES FOR DL

IV. FPGA ARCHITECTURE EXPLORATION

V. ENHANCING EXISTING FPGA FABRIC BLOCKS

VI. IN-FABRIC TENSOR BLOCKS

VII. BEYOND THE FPGA FABRIC

VIII. SUMMARY