LAB 8 REPORT - SAISRIHARSHAS/Big-Data-Analytics-and-Applications-CS5542 GitHub Wiki

Write a TensorFlow program for the following Task. a. Implement SoftMax Classification for Image Dataset that is not covered in class. Report accuracy, b.Visualizations(Tensor Board): training and testing both. Reference:https://www.tensorflow.org/programmers_guide/reading_dataIn the Wiki Page, include a brief description of your dataset and your approach/results for this task.

IMPLEMENTATION: INPUT DATASET: https://github.com/SAISRIHARSHAS/Big-Data-Analytics-and-Applications-CS5542/tree/master/Lab%208/Source/TensorFlow_Programming/MNIST_Generator

Converting images into MNIST dataset. The input images are about climate change awareness. Here I have chosen acid rain and global warming as my data set. https://github.com/SAISRIHARSHAS/Big-Data-Analytics-and-Applications-CS5542/tree/master/Lab%208/Source/TensorFlow_Programming/MNIST_SOFTMAX/MNIST_data

Sample Conversion Code (PNG to MNIST Vectors):

Output (Conversion)

Sample Training Code:

Output (Training):

Sample Testing Code:

Output (Testing):

TensorBoard to visualize the data as histograms and graphs.

LOSS FUNCTION:

Histogram:

Histogram (Loss):

Histogram (Weights):

Maximum Weight:

Graph:

Develop a Cardboard App that is relevant to your own project360 Video Viewer with an additional feature such as a.Spatial audio: i.https://developers.google.com/vr/android/spatial-audioii.https://developers.google.com/vr/ios/ndk/reference/group/audiob.Head tracking. i.https://developers.google.com/vr/ios/ndk/reference/group/headtracking c.User input event handling. i.https://developers.google.com/vr/android/samples/treasure-hunt#handling_inputs d.Game: i.https://developers.google.com/vr/android/samples/treasure-hunt

INPUT DATASET: https://github.com/SAISRIHARSHAS/Big-Data-Analytics-and-Applications-CS5542/tree/master/Lab%208/Source/VR_Programming/VideoApplication

IMPLEMENTATION: