Optimization Results

Round 1: Objective function over 2000 iterations.

Multimodal Optimization ProblemImage Embeddings

Sentence Embeddings

The Big Goal

Round 2: Objective function over 3000 iterations.

Word Embeddings

Simple Representation of what a CNN does.

Round 3: Objective function over 12000 iterations.

The Solution

How Do We Optimize?

Image Search via Deep Neural Networks

Done by: Mohammad Zein El Deen, Mohammad Ali Baydoun,

Hussein Houdrouge

Advised by: Prof. Shady Elbassuoni

References