Dorian DrostinTowards Data ScienceAn Overview of the LoRA FamilyLoRA, DoRA, AdaLoRA, Delta-LoRA, and more variants of low-rank adaptation.17 min read·Mar 10, 2024--2--2
Dorian DrostinTowards Data ScienceThe German Tank ProblemEstimating your chances of winning the lottery with sampling11 min read·Mar 6, 2024--2--2
Dorian DrostinTowards Data ScienceHow Nightshade WorksConfusing image-generating AI with poisoned data10 min read·Nov 3, 2023--3--3
Dorian DrostinTowards Data ScienceThe Capture-ReCapture MethodEstimating a population size without counting it7 min read·Sep 13, 2023----
Dorian DrostinTowards Data ScienceMultilevel Regression Models and Simpson’s paradoxAvoiding false conclusions with the proper tooling10 min read·Aug 8, 2023--2--2
Dorian DrostinTowards Data ScienceDifferent ways of training LLMsAnd why prompting is none of them10 min read·Jul 21, 2023--3--3
Dorian DrostinTowards Data ScienceCode understanding on your own hardwareSetting up an LLM to talk about your code — with LangChain and local hardware7 min read·Jul 5, 2023----
Dorian DrostinTowards Data ScienceInteracting with large language modelsEnriching prompts to steer the model — explained for non-experts10 min read·May 24, 2023----
Dorian DrostinTowards Data ScienceA brief history of language modelsBreakthroughs on the way towards GPT — explained for non-experts9 min read·May 12, 2023----
Dorian DrostinTowards Data ScienceIt’s not all about scoresOther criteria you should consider during model selection8 min read·Mar 27, 2023----