Shaw TalebiHow to Improve AI Apps with Error AnalysisNo more “prompt-and-pray”Jun 13A response icon1Jun 13A response icon1
InData Science CollectivebyShaw TalebiYour LLM Prompts Suck… here’s how to fix them.5 tips for writing better promptsJun 5A response icon1Jun 5A response icon1
Shaw TalebiHow to Evaluate (and Improve) Your LLM AppsAn overview and example case studyMar 13A response icon3Mar 13A response icon3
Shaw TalebiFine-tuning LLMs on Human Feedback (RLHF + DPO)Preference tuning with Python codeFeb 26A response icon2Feb 26A response icon2
Shaw TalebiHow to Train LLMs to “Think” (o1 & DeepSeek-R1)Advanced reasoning models explainedFeb 12A response icon4Feb 12A response icon4
Shaw TalebiFine-Tuning Text Embeddings For Domain-Specific SearchAn overview with Python codeJan 24A response icon6Jan 24A response icon6
InTDS ArchivebyShaw TalebiFine-Tuning BERT for Text ClassificationA hackable example with Python codeOct 17, 2024A response icon2Oct 17, 2024A response icon2
InTDS ArchivebyShaw TalebiLLM Fine-tuning — FAQsAnswering the most common questions I received as an AI consultantSep 26, 2024A response icon2Sep 26, 2024A response icon2
InTDS ArchivebyShaw TalebiCompressing Large Language Models (LLMs)Make LLMs 10X smaller without sacrificing performanceAug 30, 2024A response icon5Aug 30, 2024A response icon5
InTDS ArchivebyShaw TalebiLocal LLM Fine-Tuning on Mac (M1 16GB)Beginner-friendly Python code walkthrough (ft. MLX)Aug 1, 2024A response icon2Aug 1, 2024A response icon2
InTDS ArchivebyShaw TalebiText Embeddings, Classification, and Semantic SearchAn introduction with example Python codeMar 27, 2024A response icon4Mar 27, 2024A response icon4
InTDS ArchivebyShaw TalebiHow to Improve LLMs with RAGA beginner-friendly introduction w/ Python codeMar 9, 2024A response icon6Mar 9, 2024A response icon6
InTDS ArchivebyShaw TalebiQLoRA — How to Fine-Tune an LLM on a Single GPUAn introduction with Python example code (ft. Mistral-7b)Feb 22, 2024A response icon10Feb 22, 2024A response icon10
InTDS ArchivebyShaw TalebiHow to Build an AI Assistant with OpenAI + PythonStep-by-step guide on using the Assistants API & Fine-tuningFeb 8, 2024A response icon5Feb 8, 2024A response icon5
InThe Data EntrepreneursbyShaw TalebiA (Data) Entrepreneur’s Guide to LLMsWhat entrepreneurs need to know about using LLMs in practiceOct 12, 2023A response icon4Oct 12, 2023A response icon4
InTDS ArchivebyShaw TalebiHow to Build an LLM from ScratchData Curation, Transformers, Training at Scale, and Model EvaluationSep 21, 2023A response icon11Sep 21, 2023A response icon11
InTDS ArchivebyShaw TalebiFine-Tuning Large Language Models (LLMs)A conceptual overview with example Python codeSep 11, 2023A response icon5Sep 11, 2023A response icon5
InTDS ArchivebyShaw TalebiPrompt Engineering — How to trick AI into solving your problems7 prompting tricks, Langchain, and Python example codeAug 25, 2023A response icon5Aug 25, 2023A response icon5
InTDS ArchivebyShaw TalebiCracking Open the Hugging Face Transformers LibraryA quick-start guide to using open-source LLMsAug 5, 2023A response icon4Aug 5, 2023A response icon4
InTDS ArchivebyShaw TalebiCracking Open the OpenAI (Python) APIA complete beginner-friendly introduction with example codeJul 21, 2023A response icon2Jul 21, 2023A response icon2
