Image assets are a major impediment to page load times. Best practices for common image compression have been evangelized. To further reduce image byte size, we have to get creative: discover how to apply lossy compression to lossless formats, automatically detect good compression levels and learn how disciplines like computer vision and machine learning can help us to improve image compression.