large language models
5pieces
Feb 3, 202515 min read
Enhancing LLM Reasoning: Frameworks and Methodologies
Chain-of-Thought, Tree-of-Thoughts, and ReAct compared as ways to give large language models structured reasoning rather than a single guess.
machine-learning-fundamentalslarge-language-modelsreasoningchain-of-thought
Jan 26, 20252 min read
Understanding Tokenizers and Embedders in LLM Pipelines
A deep dive into the role, structure, and training of tokenizers and embedders in modern language models like GPT, BERT, and T5.
machine-learning-fundamentalsmachine-learningtransformerstokenizers
Aug 18, 20242 min read
GPT, PaLM, GLM, LLaMA and beyond: Large language models in medicine
GPT, PaLM, GLM, and LLaMA applied to medicine: where they are already useful, where they fall short, and what the open challenges are.
machine-learning-theorylarge-language-modelsmachine-learningmachine-learning-models
Aug 15, 20248 min read
Understanding Key Insights and Trends in Large Language Models
How large language models are built and how they have evolved, traced through the key insights and trends behind each generation.
machine-learning-theorylarge-language-modelsmachine-learningmachine-learning-models
Jul 27, 20245 min read
Gemini 2.0 Pro vs. Flash: A Deep Technical Comparison for Enterprise AI
Gemini 2.0 Pro against Flash on architecture, benchmarks, and deployment cost, with a clear rule for choosing between them in enterprise work.
ai-model-engineeringgeminigemini-progemini-flash