What practical tricks speed up transformer inference (speculative decoding, medusa)?
Machine Learning / AI
What is group convolution and how is it related to ResNeXt?
What are safety benchmarks (ToxiGen, RealToxicityPrompts) and how are they interpreted?
What is RoPE (rotary positional embeddings) and what are its advantages?
Design a personalized product recommendation system for a marketplace.
How is LoRA trained for Stable Diffusion?
What is InstructPix2Pix?
What are llama.cpp and the GGUF format?
What are use-cases of Bayesian methods in marketing analytics?
What is model selection vs hyperparameter optimization?
What are the fundamental limitations of LLMs in reasoning?
What are the compliance requirements for ML with PII (GDPR, Federal Law-152)?
What are the methods of context extension (RoPE scaling, YaRN, position interpolation)?
What signals are used for cold start of new products?
What is Simpson's paradox in A/B testing?
What is a self-querying retriever?