Deep Learning Technique Lab

U23CS7L1 — Experiment outputs

Experiment 1 — Tensor Basics

Tensor creation

Tensor creationDownload

Tensor operations

Tensor operationsDownload

Reshaping

ReshapingDownload

Math ops

Math operationsDownload

Experiment 2 — Single-unit Perceptron (Iris)

Perceptron output

Perceptron outputDownload

Confusion matrix

Confusion matrixDownload

Training history

Training historyDownload

Decision boundary

Decision boundaryDownload

Experiment 3 — MLP (Breast Cancer)

MLP activations

Activations & optimizersDownload

Experiment 4 — MLP Fashion-MNIST

Fashion-MNIST

28×28 classificationDownload

Experiment 5 — CNN TF Flowers

CNN flowers

Multi-category JPGDownload

Experiment 6 — CNN Overfitting / Underfitting

Overfitting output

Overfitting outputDownload

Training curves

Training curvesDownload

Overfit model

Overfit modelDownload

Underfit model

Underfit modelDownload

Regularized model

Regularized modelDownload

Experiment 7 — CNN Architectures

LeNet-5

LeNet-5Download

AlexNet

AlexNetDownload

VGG

Experiment 8 — Simple RNN (IMDB)

Simple RNN

RNN outputDownload

Experiment 9 — LSTM (IMDB)

LSTM

LSTM outputDownload

Experiment 10 — GRU (IMDB)

GRU

GRU outputDownload

Experiment 11 — Denoising Autoencoder

Denoised images

Denoised imagesDownload

Original vs denoised

Original vs denoisedDownload

Experiment 12 — GAN (MNIST)

GAN output

Generated digitsDownload