Deep Learning Examples
README.md
README.md
markdown
linear_numpy.py
implementations/01_Linear_Logistic/linear_numpy.py
python
mlp_numpy.py
implementations/02_MLP/mlp_numpy.py
python
conv_numpy.py
implementations/03_CNN_LeNet/conv_numpy.py
python
lenet_lowlevel.py
implementations/03_CNN_LeNet/lenet_lowlevel.py
python
lenet_numpy.py
implementations/03_CNN_LeNet/lenet_numpy.py
python
vgg_lowlevel.py
implementations/04_VGG/vgg_lowlevel.py
python
resnet_lowlevel.py
implementations/05_ResNet/resnet_lowlevel.py
python
lstm_gru_lowlevel.py
implementations/06_LSTM_GRU/lstm_gru_lowlevel.py
python
lstm_numpy.py
implementations/06_LSTM_GRU/lstm_numpy.py
python
transformer_lowlevel.py
implementations/07_Transformer/transformer_lowlevel.py
python
bert_lowlevel.py
implementations/08_BERT/bert_lowlevel.py
python
gpt_lowlevel.py
implementations/09_GPT/gpt_lowlevel.py
python
vit_lowlevel.py
implementations/10_ViT/vit_lowlevel.py
python
vae_lowlevel.py
implementations/11_VAE/vae_lowlevel.py
python
clip_lowlevel.py
implementations/12_CLIP/clip_lowlevel.py
python
01_tensor_basics.py
numpy/01_tensor_basics.py
python
02_neural_network_scratch.py
numpy/02_neural_network_scratch.py
python
03_backprop_scratch.py
numpy/03_backprop_scratch.py
python
04_training_techniques.py
numpy/04_training_techniques.py
python
05_conv_understanding.py
numpy/05_conv_understanding.py
python
01_tensor_autograd.py
pytorch/01_tensor_autograd.py
python
02_neural_network.py
pytorch/02_neural_network.py
python
03_backprop.py
pytorch/03_backprop.py
python
04_training_techniques.py
pytorch/04_training_techniques.py
python
05_cnn_basic.py
pytorch/05_cnn_basic.py
python
06_cnn_architectures.py
pytorch/06_cnn_architectures.py
python
07_transfer_learning.py
pytorch/07_transfer_learning.py
python
08_rnn_basic.py
pytorch/08_rnn_basic.py
python
09_lstm_gru.py
pytorch/09_lstm_gru.py
python
10_attention_transformer.py
pytorch/10_attention_transformer.py
python
11_training_optimization.py
pytorch/11_training_optimization.py
python
12_model_save_deploy.py
pytorch/12_model_save_deploy.py
python
13_cifar10_project.py
pytorch/13_cifar10_project.py
python
13_diffusion_ddpm.py
pytorch/13_diffusion_ddpm.py
python
14_dcgan.py
pytorch/14_dcgan.py
python
14_text_classification.py
pytorch/14_text_classification.py
python
15_gan_dcgan.py
pytorch/15_gan_dcgan.py
python
16_vae.py
pytorch/16_vae.py
python
17_diffusion_simple.py
pytorch/17_diffusion_simple.py
python
18_efficient_attention.py
pytorch/18_efficient_attention.py
python
19_vit_implementation.py
pytorch/19_vit_implementation.py
python
25_loss_functions.py
pytorch/25_loss_functions.py
python
26_optimizers.py
pytorch/26_optimizers.py
python
27_normalization.py
pytorch/27_normalization.py
python
28_vit_vs_cnn.py
pytorch/28_vit_vs_cnn.py
python
29_stable_diffusion_finetune.py
pytorch/29_stable_diffusion_finetune.py
python