Course, INSA, university of Lyon, telecommunications department, 2024
Course on diffusion model. The following aspects are covered: markov chain, denoising diffusion probabilistic model, conditioning, latent diffusion model.
[pdf-fr] [pdf-en] [code 1] [code 2] [post]
Course, INSA, university of Lyon, electrical department, 2024
French course on transformers. The following aspects are covered: tokenisation, positional embeding, encoding blocs, self-attention module, multi-head attention, vision transformer.
[pdf-fr] [pdf-en] [code 1] [post]
Course, INSA, university of Lyon, electrical department, 2024
Course on variational auto-encoder networks. The following aspects are covered: fundamental concepts, Kullback-Liebler divergence, variational inference, VAE architectures.
[pdf-fr] [pdf-en] [code 1] [code 2] [code 3] [code 4] [post]
Course, INSA, university of Lyon, electrical department, 2023
French course on convolutional neural network. The following aspects are covered: convolutional layer, feature maps, receptive field, classification, segmentation.
[pdf-fr]
Course, INSA, university of Lyon, electrical department, 2023
French course on the optimization steps involved in neural networks. The following aspects are covered: mini-batch gradient descent, momentum/RMSprop/ADAM scheme, batch normalization, dropout, training/validation/test scheme.
[pdf-fr]
Course, INSA, university of Lyon, electrical department, 2023
French course on neural network. The following aspects are covered: modeling of a perceptron, modeling of a neural network, activation functions, backpropagation principle, loss function, gradient descent needs.
[pdf-fr] [code]
Course, INSA, university of Lyon, electrical department, 2023
French course on signal sampling and quantization. The following aspects are covered: modeling of the sampling and quantization operations, energy assessment of the acquisition chain.
[pdf-fr]
Course, INSA, university of Lyon, electrical department, 2023
French course on signal modeling. The following aspects are covered: basic signals / elementary operations, linear time-invariant systems, Fourier transform.
[pdf-fr]