Kelvin LuinTowards AISora vs. Mulholland DriveAnalysis of Sora videos vs. Mulholland Drive, the human directed movie, to see how realistic the artificial generic intelligence is.10 min read·Feb 28, 2024----
Kelvin LuinTowards AIFull-Stack Data Scientist?Research of the emerging full-stack data scientists, data science engineering management, and suggestions of career development.9 min read·Feb 10, 2024--12--12
Kelvin LuinTowards AIPhi-2, the New Year Gift for Language Model LoversAn introduction to Phi-2, a compact language model that is similar to Gemini Nano. The limits of LLM, and how to fix in engineering.14 min read·Jan 21, 2024--3--3
Kelvin LuinTowards AIRegression, Personalisation, and the Kaggle SyndromeHow to do personalised prediction with XGBoost, target_encoding, recommendation, FastAI, and Kaggle dataset. It emphasises business acumen.11 min read·Nov 8, 2023--3--3
Kelvin LuinTowards AIPractical Considerations in RAG Application DesignWe discuss the practical issues when applying RAG in production, what to expect, and ways to improve RAG performance.14 min read·Oct 16, 2023--4--4
Kelvin LuinTowards AIPrompt Robustness: How to Measure and How to EnhanceDiscussion of LLM prompt robustness, measurement, enhancement, and the usage of PromptBench.10 min read·Oct 4, 2023----
Kelvin LuinTowards AIChoose Your Weapon: Survival Strategies for Depressed AI ConsultantsThis is a discussion of how the AI practitioners can cope with the rapidly advancing AI world and how to establish capability.12 min read·Sep 22, 2023--2--2
Kelvin LuDisadvantages of RAGThis is the first part of the RAG analysis:9 min read·Aug 25, 2023--9--9
Kelvin LuWhat We Need to Know Before Adopting a Vector DatabaseTo continue with our journey toward applicable Generative AI, I would like to discuss some of the challenges of applying vector databases…10 min read·Aug 15, 2023--4--4
Kelvin LuFine-Tuning Embedding Model with PEFT and LoRAIn our previous discussion, we explored the evaluation of embedding models and the potential benefits of hosting these models to achieve…8 min read·Aug 1, 2023----