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The skills directory was getting disorganized — mlops alone had 40 skills in a flat list, and 12 categories were singletons with just one skill each. Code change: - prompt_builder.py: Support sub-categories in skill scanner. skills/mlops/training/axolotl/SKILL.md now shows as category 'mlops/training' instead of just 'mlops'. Backwards-compatible with existing flat structure. Split mlops (40 skills) into 7 sub-categories: - mlops/training (12): accelerate, axolotl, flash-attention, grpo-rl-training, peft, pytorch-fsdp, pytorch-lightning, simpo, slime, torchtitan, trl-fine-tuning, unsloth - mlops/inference (8): gguf, guidance, instructor, llama-cpp, obliteratus, outlines, tensorrt-llm, vllm - mlops/models (6): audiocraft, clip, llava, segment-anything, stable-diffusion, whisper - mlops/vector-databases (4): chroma, faiss, pinecone, qdrant - mlops/evaluation (5): huggingface-tokenizers, lm-evaluation-harness, nemo-curator, saelens, weights-and-biases - mlops/cloud (2): lambda-labs, modal - mlops/research (1): dspy Merged singleton categories: - gifs → media (gif-search joins youtube-content) - music-creation → media (heartmula, songsee) - diagramming → creative (excalidraw joins ascii-art) - ocr-and-documents → productivity - domain → research (domain-intel) - feeds → research (blogwatcher) - market-data → research (polymarket) Fixed misplaced skills: - mlops/code-review → software-development (not ML-specific) - mlops/ml-paper-writing → research (academic writing) Added DESCRIPTION.md files for all new/updated categories.
75 lines
2 KiB
BibTeX
75 lines
2 KiB
BibTeX
@inproceedings{langley00,
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author = {P. Langley},
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title = {Crafting Papers on Machine Learning},
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year = {2000},
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pages = {1207--1216},
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editor = {Pat Langley},
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booktitle = {Proceedings of the 17th International Conference
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on Machine Learning (ICML 2000)},
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address = {Stanford, CA},
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publisher = {Morgan Kaufmann}
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}
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@TechReport{mitchell80,
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author = "T. M. Mitchell",
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title = "The Need for Biases in Learning Generalizations",
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institution = "Computer Science Department, Rutgers University",
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year = "1980",
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address = "New Brunswick, MA",
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}
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@phdthesis{kearns89,
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author = {M. J. Kearns},
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title = {Computational Complexity of Machine Learning},
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school = {Department of Computer Science, Harvard University},
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year = {1989}
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}
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@Book{MachineLearningI,
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editor = "R. S. Michalski and J. G. Carbonell and T.
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M. Mitchell",
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title = "Machine Learning: An Artificial Intelligence
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Approach, Vol. I",
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publisher = "Tioga",
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year = "1983",
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address = "Palo Alto, CA"
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}
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@Book{DudaHart2nd,
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author = "R. O. Duda and P. E. Hart and D. G. Stork",
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title = "Pattern Classification",
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publisher = "John Wiley and Sons",
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edition = "2nd",
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year = "2000"
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}
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@misc{anonymous,
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title= {Suppressed for Anonymity},
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author= {Author, N. N.},
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year= {2021}
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}
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@InCollection{Newell81,
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author = "A. Newell and P. S. Rosenbloom",
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title = "Mechanisms of Skill Acquisition and the Law of
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Practice",
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booktitle = "Cognitive Skills and Their Acquisition",
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pages = "1--51",
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publisher = "Lawrence Erlbaum Associates, Inc.",
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year = "1981",
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editor = "J. R. Anderson",
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chapter = "1",
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address = "Hillsdale, NJ"
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}
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@Article{Samuel59,
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author = "A. L. Samuel",
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title = "Some Studies in Machine Learning Using the Game of
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Checkers",
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journal = "IBM Journal of Research and Development",
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year = "1959",
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volume = "3",
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number = "3",
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pages = "211--229"
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}
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