/TensorFlow-Advanced-Techniques-Specialization

TensorFlow: Advanced Techniques Course material on cousera this repository is for learning purpose.

Primary LanguageJupyter Notebook

TensorFlow-Advanced-Techniques-Specialization-Cousera

Deeplearning.AI TensorFlow: Advanced Techniques Specialization Solution

MOOC 1: Custom Models, Layers, and Loss Functions with TensorFlow

Custom Visualize Predictions into Gifs Callbacks:

MOOC 2: Custom and Distributed Training with TensorFlow

MOOC 3: Advanced Computer Vision with TensorFlow

Introduction to Object Detection

Fine tune object detection using only 5 training images: Object Detection API and retrain RetinaNet

MNIST Segmentation:

Class Activation Maps with Fashion MNIST:

Class Activation Maps with CatsDogs:

Saliency:

Radient-weighted class activation maps (GradCAMs):

MOOC 4: Generative Deep Learning with TensorFlow

Assignment Style Transfer using InceptionV3 backbone content and style image generated image

Assignment CIFAR-10 AutoEncoder visualization garelly

MNIST Variational Autoencoder:

MNIST Variational Autoencoder

Anime Face Variational Autoencoder:

Encoder with random normal embeddings

Anime Face Varional Autoencoder Encoder

Anime Face Variational Autoencoder inference:

Anime Face Varional Autoencoder inference

image

MNIST GAN:

MNIST

Fashion MNIST GAN:

Fashion MNIST GAN

Celebrity Face GAN:

Celeb face GAN