CNN performance optimisations
Abstract For recent years, DL dominated almost all disciplines of our life. From toys through medicine, autonomous cars up to space exploration. Nevertheless, the further we move the more computing power we need. As hardware capabilities are the limitation we should not forget about software performance optimizations which are a way to go beyond that limits. The talk will present the right ways in approaching this difficult yet important factor in making solutions a step ahead of competitors.
As an experienced programmer who is a passionate about his profession Mariusz is currently working on software optimisations of Deep Learning algorithms. He already proven that even a 10% optimisation may bring multimillion company gain. On the other hand he does not limit to Deep Learning only. Ten years ago he released to the market a Real-Time Operating System designed completely from scratch. His solution has been listed by the biggest magazine “Military and Aerospace” among other top companies in the field like Microsoft, WindRivier, Mentor Graphics or QNX Software Systems.