Research Methods
Design rigorous ML experiments — ablation studies, statistical testing, benchmarking.
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After this skill you can…
- Design ablation studies
- Apply statistical significance tests to results
- Write a reproducible experiment section
Prerequisites
Watch (10 videos)
Inaugural Lecture: Juliane Reinecke
→ Conduct prospective-oriented research→ Develop new methodological tools and approaches
SANS Live Online Interactive Remote Lab and Range Demo – SEC599: Defeating Advanced Adversaries
→ Conduct research on cybersecurity threats→ Design lab exercises to detect and defend against threats
Hands-On Learning: How and Why You Should Build a Home Lab
→ Design a home lab→ Conduct low-risk experiments→ Analyze results and improve techniques
LeRobot – Lowering the entry barrier to AI for robotics
→ Explore LeRobot library→ Apply robotics research methods
Stanford Webinar - The Modern Internet, Explained: Zakir Durumeric
→ Conduct empirical research on internet security→ Publish research papers on network science
DFT for drug and material discovery
→ Apply DFT for molecular simulations→ Analyze results for drug and material discovery
Improving the Security of United States Elections with Robust Optimization
→ Apply robust optimization to real-world problems→ Analyze election security using scientific methods
Using AlphaFold in the fight against plastic pollution - Google DeepMind
→ Apply AlphaFold to real-world problems→ Develop innovative solutions with AI
What SCIENCE FICTION Can Tell Us About the Future of AI
→ Apply research methods to AI-related topics→ Evaluate the validity of AI-related research
Inside Digital Forensics: Hunting for Truth in the Dark with Heather Barnhart
→ Conduct digital forensic analysis→ Explain complex technical topics to non-technical audiences→ Improve cyber defense strategies
Read (10 articles)
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