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Shaw Talebi·Jun 13, 2025How to Improve AI Apps with Error AnalysisNo more “prompt-and-pray”A response icon1A response icon1
InData Science CollectivebyShaw Talebi·Jun 5, 2025Your LLM Prompts Suck… here’s how to fix them.5 tips for writing better promptsA response icon1A response icon1
Shaw Talebi·Mar 13, 2025How to Evaluate (and Improve) Your LLM AppsAn overview and example case studyA response icon3A response icon3
Shaw Talebi·Feb 26, 2025Fine-tuning LLMs on Human Feedback (RLHF + DPO)Preference tuning with Python codeA response icon2A response icon2
Shaw Talebi·Feb 12, 2025How to Train LLMs to “Think” (o1 & DeepSeek-R1)Advanced reasoning models explainedA response icon4A response icon4
Shaw Talebi·Jan 24, 2025Fine-Tuning Text Embeddings For Domain-Specific SearchAn overview with Python codeA response icon7A response icon7
InTDS ArchivebyShaw Talebi·Oct 17, 2024Fine-Tuning BERT for Text ClassificationA hackable example with Python codeA response icon2A response icon2
InTDS ArchivebyShaw Talebi·Sep 26, 2024LLM Fine-tuning — FAQsAnswering the most common questions I received as an AI consultantA response icon2A response icon2
InTDS ArchivebyShaw Talebi·Aug 30, 2024Compressing Large Language Models (LLMs)Make LLMs 10X smaller without sacrificing performanceA response icon5A response icon5
InTDS ArchivebyShaw Talebi·Aug 1, 2024Local LLM Fine-Tuning on Mac (M1 16GB)Beginner-friendly Python code walkthrough (ft. MLX)A response icon2A response icon2
InTDS ArchivebyShaw Talebi·Mar 27, 2024Text Embeddings, Classification, and Semantic SearchAn introduction with example Python codeA response icon4A response icon4
InTDS ArchivebyShaw Talebi·Mar 9, 2024How to Improve LLMs with RAGA beginner-friendly introduction w/ Python codeA response icon6A response icon6
InTDS ArchivebyShaw Talebi·Feb 22, 2024QLoRA — How to Fine-Tune an LLM on a Single GPUAn introduction with Python example code (ft. Mistral-7b)A response icon10A response icon10
InTDS ArchivebyShaw Talebi·Feb 8, 2024How to Build an AI Assistant with OpenAI + PythonStep-by-step guide on using the Assistants API & Fine-tuningA response icon5A response icon5
InThe Data EntrepreneursbyShaw Talebi·Oct 12, 2023A (Data) Entrepreneur’s Guide to LLMsWhat entrepreneurs need to know about using LLMs in practiceA response icon3A response icon3
InTDS ArchivebyShaw Talebi·Sep 21, 2023How to Build an LLM from ScratchData Curation, Transformers, Training at Scale, and Model EvaluationA response icon11A response icon11
InTDS ArchivebyShaw Talebi·Sep 11, 2023Fine-Tuning Large Language Models (LLMs)A conceptual overview with example Python codeA response icon4A response icon4
InTDS ArchivebyShaw Talebi·Aug 25, 2023Prompt Engineering — How to trick AI into solving your problems7 prompting tricks, Langchain, and Python example codeA response icon5A response icon5
InTDS ArchivebyShaw Talebi·Aug 5, 2023Cracking Open the Hugging Face Transformers LibraryA quick-start guide to using open-source LLMsA response icon4A response icon4
