📋 Curated Awesome Lists for CS Researchers
📋 Curated Awesome Lists for CS Researchers
The research community maintains hundreds of curated “Awesome” repositories on GitHub — hand-picked collections of tools, papers, datasets, and resources organized by topic. This page curates the curators.
1. PhD Journey and Academic Skills
| Repository | Stars | Description |
|---|---|---|
| Awesome PhD Advice | 6k+ | Curated advice on navigating the doctoral journey from application to defense |
| Awesome Academic Writing | 3k+ | Tools, guides, and resources for scientific writing beyond LaTeX |
| Awesome PhD CV | 1k+ | ATS-optimized LaTeX templates for academic and industry CVs |
| Awesome Research Tools | 5k+ | Visualization, VCS, knowledge management, and lab tools |
2. Machine Learning and AI
| Repository | Stars | Description |
|---|---|---|
| Awesome Deep Learning | 22k+ | Tutorials, papers, frameworks, and resources for deep neural networks |
| Awesome Machine Learning | 65k+ | Comprehensive ML resources organized by programming language |
| Awesome LLM | 15k+ | Large language model papers, tools, and resources |
| Awesome Computer Vision | 20k+ | CV datasets, papers, frameworks, and courses |
| Awesome NLP | 15k+ | Natural language processing resources |
| Awesome Diffusion Models | 10k+ | Generative diffusion model papers and implementations |
| Awesome Reinforcement Learning | 8k+ | RL algorithms, environments, and papers |
| Papers With Code (unofficial) | 12k+ | ML papers with associated GitHub repositories |
3. Systems and Infrastructure
| Repository | Stars | Description |
|---|---|---|
| Awesome Distributed Systems | 10k+ | Distributed systems papers, talks, and systems |
| Awesome Scalability | 60k+ | Scalable, reliable, performant, secure systems patterns |
| System Design Primer | 270k+ | System design concepts with real-world examples |
| Awesome Docker | 30k+ | Docker tools, tutorials, and resources |
| Awesome CUDA | 3k+ | CUDA libraries, tutorials, and GPU programming resources |
| Awesome HPC | 1k+ | High-performance computing tools and resources |
4. Mathematics and Theory
| Repository | Stars | Description |
|---|---|---|
| Awesome Math | 8k+ | Mathematics resources from linear algebra to topology |
| Awesome Algorithms | 20k+ | Algorithm resources, tutorials, and visualizations |
| Awesome Competitive Programming | 12k+ | Competitive programming resources and problem sets |
5. Typesetting and Documentation
| Repository | Stars | Description |
|---|---|---|
| Awesome LaTeX | 1.5k+ | LaTeX packages, IDEs, tools, and best practices |
| Awesome LaTeX Drawing | 2k+ | TikZ and PGFPlots source code for academic diagrams |
| Awesome Markdown | 600+ | Markdown tools, editors, and resources |
6. Datasets and Benchmarks
| Repository | Stars | Description |
|---|---|---|
| Awesome Public Datasets | 60k+ | Topic-centric public datasets for ML, NLP, and research |
| Awesome NLP Datasets | 5k+ | Free, public NLP datasets |
| OpenML | — | Platform hosting 3000+ ML datasets with standardized evaluation |
7. Research-Specific Tooling
| Repository | Stars | Description |
|---|---|---|
| Awesome Reproducible Research | 2k+ | Tools and papers on reproducibility in science |
| Awesome Scientific Python | 1k+ | Scientific Python ecosystem tools |
| Awesome Jupyter | 4k+ | Jupyter extensions, widgets, and tools |
| Awesome MLOps | 12k+ | MLOps platforms, tools, and references |
| Awesome Visualization Research | 1k+ | Research on data visualization techniques |
8. Career and Professional Development
| Repository | Stars | Description |
|---|---|---|
| Awesome Interview Questions | 65k+ | Interview questions for technical and research positions |
| Tech Interview Handbook | 120k+ | Algorithms, system design, and behavioral interview guides |
| Coding Interview University | 300k+ | Full study plan for software engineering interviews |
How to Discover More Awesome Lists
- Awesome Awesomeness — The meta-list of awesome lists.
- Awesome Indexed — Searchable index of all awesome lists.
- Search
awesome-<topic>on GitHub to find curated lists for any technology or domain. - Track Awesome List — Weekly email digest of updates to awesome lists you follow.
[!TIP] When you find a resource in an awesome list, always check the last commit date of the repository and the date of last update for the specific entry. Some lists go unmaintained; dead links and outdated tools are common.