Why use FPGAs for AI?
In our latest video we explain why there is so much excitement around using FPGAs for AI. https://youtu.be/l9vrt5SNYds Transcript: FPGAs have been around for decades but there has been renewed…
Sign Language Recognition: Hand Object detection using R-CNN and YOLO
For our introduction to neural networks on FPGAs, we used a variation on the MNIST dataset made for sign language recognition. It keeps the same 28x28 greyscale image style used…
Vitis AI using Tensorflow and Keras Tutorial Part 8
Part 8: Compiling our CNN We now have our complete model and must make it ready to be run on the FPGA. To do this, we must compile our model…
Vitis AI using Tensorflow and Keras Tutorial Part 7
Part 7: Quantising our graph In our previous tutorial we produced our frozen model so now we can optimise it to make it run on our FPGA hardware efficiently, which…
Vitis AI using Tensorflow and Keras Tutorial part 6
Part 6: Converting and Freezing our CNN Now we have built a more optimal CNN by handling both under-fitting and over-fitting, we can begin the process of deploying our model…
Vitis AI using Tensorflow and Keras Tutorial Part 5
Part 5: Optimising our CNN In our previous section, we both trained our network on a training set and tested it on a testing set and our accuracy on the…