Every link below is chosen for longevity (publisher, MIT, Apache, IEEE, or long-running community hubs). If something rots, cross-check Kepner's MIT page first—the most frequently refreshed index.
Book, publisher, and artifacts
- MIT Press — Mathematics of Big Data
- Table of contents (PDF)
- Selected solutions (PDF)
- Google Books preview — Browse before you buy; also linked from OCW.
- Instructor supplement request (MIT Press) — Password-protected educator materials.
MIT OpenCourseWare — full D4M / big-data course
- RES.LL-005 course home
- Syllabus & prerequisites
- Lecture notes index + supplemental PDFs
- Instructor insights
- Download entire course (ZIP)
- Supplement: Artificial Intelligence and Machine Learning (PDF)
- Supplement: Cyber network data processing (PDF)
- Supplement: AI data architecture (PDF)
- OCW resource: D4M session 5 lecture
Software, data stores, demos
- D4M downloads and examples
- Primary D4M citation (ICASSP 2012) — "Dynamic Distributed Dimensional Data Model" — foundational paper.
- Apache Accumulo
- Accumulo external docs (performance notes) — Historical database benchmark context cited from Kepner’s trajectory.
- D4M baseball demo (GitHub) — OCW-listed learner project.
Graphs, sparse linear algebra, and procurement-grade benchmarks
- GraphChallenge.org
- MIT GraphChallenge site
- Sparse deep neural network graph challenge (MIT LL)
- GraphBLAS.org — specification and community — Sparse matrix kernels for graphs — same algebraic view as the book’s later chapters.
- GraphChallenge champions (MIT hub) — Recent winning entries; useful after you can read a GraphBLAS-style speed-of-light argument.
- HPC Challenge benchmark suite
- IEEE HPEC conference
Supercomputing centers & campus-scale systems
- Lincoln Laboratory Supercomputing Center (facility overview) — Petaflop-scale, interactive cluster; New England / U.S. university context as described by LL.
- LLSC (R&D directory)
- Massachusetts Green High Performance Computing Center (MGHPCC) — Consortium datacenter linking MIT, Harvard, UMass, BU, Northeastern, and industry partners.
- MIT SuperCloud
- MIT News — LLSC establishment
- MIT News — TX-GAIA AI supercomputer
- TOP500 list (Nov 2019) — Lincoln system placement — Historical ranking cited on Kepner’s MIT page (#42 globally; strong U.S. university showing).
- Sort Benchmark (TeraSort history)
Authors, teaching, and adjacent programs
- Jeremy Kepner — MIT personal page
- Hayden Jananthan — Vanderbilt profile
- Jeremy Kepner — MIT Mathematics directory
- Jeremy Kepner — MIT Connection Science
- SIAM Fellow announcement (Kepner, 2021)
- OCW search: Vijay Gadepally — Co-instructor on the archived OCW offering.
- MIT Mathematics — IAP 2023 class listings — Public schedule: Kepner & Jananthan, Mathematics of Big Data and Machine Learning (18.095 slot, Jan 11, 2023).
- MIT–Air Force AI Accelerator
- Julia language — community sponsors
- Kepner — Parallel MATLAB (SIAM)
- Kepner — Graph Algorithms in the Language of Linear Algebra (SIAM)