David Parker from Microsoft gave a presentation on Software 2.0 and the paradigm shift with machine learning. Software 1.0 is when problems are explicitly decomposed and solved, while Software 2.0 finds programs through optimization of neural networks trained on large datasets. Some challenges discussed included adversarial examples, lack of tools for Software 2.0 development, and economic impacts like increased farm efficiency from weed detection.