Module 1: Introduction to HPC
Introduction to high-performance computing on a Linux cluster: UNIX shell interaction, SLURM job scheduler, parallel job launch. (Lesson site)
Lesson Modules
The following are the list of our lessons.Module 2: Dealing with Big Data
Introduction to Pandas, a powerful data processing framework capable of handling large amounts of data in an efficient manner. (Lesson site)
Module 3: Machine Learning
Machine learning is an approach to program a computer to perform certain intelligent tasks without being explicitly programmed to do so. (Lesson site)
Module 4: Deep Learning Using Neural Networks
Neural network is a powerful approach to machine learning that can yield extremely high accuracy on complex cognitive tasks. (Lesson site)
Module 5: Cryptography for Privacy-Preserving Computation
Homomorphic encryption enables untrusted parties to perform computation while preserving the privacy of sensitive data (Lesson site)
Module 6: Parallel and High-Performance Computing
Tightly coupled calculations can be efficiently parallelized using industry-standard MPI and OpenMP programming models. (Lesson site)