This block seminar will explore advanced topics in artificial intelligence with a focus on embedding spaces, transfer learning, multimodal retrieval, and active learning. These techniques enable efficient information retrieval, data representation, and performance improvements across multiple domains while including multimedia data such as image, text, and audio data. We will also discuss visualization tools for embedding spaces and interpreting model outputs.