July 2020 – Beetlebox

AI, Artificial Intelligence, computervision, Convolutional Neural Networks, deeptech, embeddedvision, fpga, Keras, machine learning, Neural Networks, TensorFlow, tutorial, vitis, Vitis AI, xilinx

23 July 2020

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 on the FPGA itself. The first step in this process is to convert our Keras model to a TensorFlow model and then we need to […]

AI, Artificial Intelligence, Convolutional Neural Networks, deeptech, embedded, fpga, Keras, machine learning, Neural Networks, TensorFlow, tutorial, vitis, Vitis AI, xilinx

16 July 2020

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 training set (0.972) was higher than on our testing set (0.922). In an ideal design the training set should have the same accuracy as the […]

AI, Artificial Intelligence, computervision, Convolutional Neural Networks, deep learning, deeptech, embeddedvision, fpga, Keras, machine learning, TensorFlow, tutorial, vitis, Vitis AI, xilinx

10 July 2020

Vitis AI using Tensorflow and Keras Tutorial part 4

Part 4: Training the neural network Welcome to Part 4 of our tutorial where we will be focused on training the neural network we built in the previous section Introduction Getting Started Transforming Kaggle Data and Convolutional Neural Networks (CNNs) Training our Neural Network (Current) Optimising our neural network Converting and Freezing our CNN Quanitising […]

Vitis AI using TensorFlow and Keras Tutorial Part 3

Part 3: Extracting Kaggle data and building the Convolutional Neural Network (CNN) Welcome to Part 3 of our tutorial where we will be focused on how to extract our data from the Kaggle set and building our Convolutional Neural Network. Introduction Getting Started Transforming Kaggle Data and Convolutional Neural Networks (CNNs) (Current) Training the neural […]

Vitis AI using Tensorflow and Keras Tutorial part 6

Vitis AI using Tensorflow and Keras Tutorial part 6

Vitis AI using Tensorflow and Keras Tutorial Part 5

Vitis AI using Tensorflow and Keras Tutorial part 4

Vitis AI using TensorFlow and Keras Tutorial Part 3

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