https://knowledged.to/tags/ml/Recent content in Ml on knowledged.toHugoen-usMon, 25 May 2026 23:31:16 +0530https://knowledged.to/ai/concepts/anti-narration/Mon, 25 May 2026 18:01:07 +0000https://knowledged.to/ai/concepts/anti-narration/Harness pattern that forces verification before accepting fluent AI outputs as correct.https://knowledged.to/notes/ml/model-drift/Thu, 21 May 2026 15:33:36 +0000https://knowledged.to/notes/ml/model-drift/Overview of model drift, detection, mitigation, and LLM-specific issues like knowledge staleness and provider drift.https://knowledged.to/notes/ml/attention/Sun, 17 May 2026 05:54:45 +0000https://knowledged.to/notes/ml/attention/Explanation of the attention mechanism in ML, covering Query/Key/Value, self-attention, multi-head, causal, cross-attention, and efficiency variants like FlashAttention and GQA.https://knowledged.to/notes/ml/fine-tuning-techniques/Sat, 25 Apr 2026 15:53:49 +0000https://knowledged.to/notes/ml/fine-tuning-techniques/Comprehensive guide to LLM fine-tuning methods including full, parameter-efficient, and preference-based approaches with modern recipes and tools like LoRA and DPOhttps://knowledged.to/notes/ml/unsloth-studio-dataset-formats/Thu, 23 Apr 2026 16:39:20 +0000https://knowledged.to/notes/ml/unsloth-studio-dataset-formats/Overview of dataset formats supported by Unsloth Studio for fine-tuning, including JSONL, Alpaca, ShareGPT, ChatML, and Reasoning formats with rules and best practices and dataset size guidelineshttps://knowledged.to/notes/ml/mixture-of-experts/Thu, 23 Apr 2026 16:04:47 +0000https://knowledged.to/notes/ml/mixture-of-experts/Overview of MoE architecture, routing, key components, variants, and trade-offs in machine learning modelshttps://knowledged.to/notes/ml/chain-of-thought/Thu, 23 Apr 2026 15:53:32 +0000https://knowledged.to/notes/ml/chain-of-thought/Prompting technique where an AI model is guided — or learns — to reason through a problem step by step before arriving at the final answer, rather than jumping straight to the conclusion.https://knowledged.to/notes/ml/multimodal-visual-chain-of-thought/Wed, 22 Apr 2026 15:34:56 +0000https://knowledged.to/notes/ml/multimodal-visual-chain-of-thought/Extension of chain-of-thought prompting to multimodal settings where models reason step-by-step over both visual and textual information.https://knowledged.to/notes/ml/agent-harness-engineering/Fri, 17 Apr 2026 17:47:03 +0000https://knowledged.to/notes/ml/agent-harness-engineering/Overview of agent harness engineering — the scaffolding, infrastructure, and tooling surrounding an AI agent, covering execution environments, tool orchestration, memory management, control flow, tracing, safety, and state persistencehttps://knowledged.to/notes/ml/diffusion-models/Fri, 17 Apr 2026 16:56:26 +0000https://knowledged.to/notes/ml/diffusion-models/Overview of diffusion models, how they reverse a gradual noising process to generate data, key variants like DDPM, DDIM, and Latent Diffusion Models, and how text-to-image conditioning works