Optimization Results Round 1: Objective function over 2000 iterations. Multimodal Optimization Problem Image 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