Explore automated repair techniques for compiler errors in C programs through this 2-hour 26-minute workshop. Dive into various neural approaches, including large pre-trained language models and smaller fine-tuned models, focusing on a collection of student-written C programs from an introductory programming class. Gain practical experience with multiple repair methods, discover potential extensions and improvements, and build a foundation for implementing automatic error correction in your own research. Led by Jose Cambronero from Microsoft, this tutorial equips participants with valuable insights into the field of neurosymbolic programming for science.