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publication-strategist
Strategic publication planning and venue selection for research
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Skill 资源库
AI Skill 资源库
把 Skill 的源码、资源快照、README、包体和安装信号放进一个可搜索、可筛选的公开目录。
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pydeseq2
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
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pytorch-fsdp
Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2
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pyvene-interventions
Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conducting causal tracing, activation patching, interchange interven…
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quickgo-database
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report-arbitration
Arbitrate conflicting reports into a source-grounded claim audit and reconciled synthesis.
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feishu-notify
Index entry for an upstream research Skill intended for research work involving feishu notify. Maintained upstream by wanshuiyin; source files are not included in this package.
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research-paper-writing
Improve academic paper writing quality for ML/CV/NLP-style papers with clear section structure, paragraph flow, and reviewer-facing presentation. Use when drafting or revising Abstract, Introduction, …
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pubmed-cli
Search PubMed, fetch article metadata, traverse citation graphs, and look up MeSH terms from the command line. Use when: (1) Searching PubMed with Boolean/MeSH queries, (2) Fetching article details by…
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pysam
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.
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pytorch-fsdp2
Adds PyTorch FSDP2 (fully_shard) to training scripts with correct init, sharding, mixed precision/offload config, and distributed checkpointing. Use when models exceed single-GPU memory or when you ne…
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quantizing-models-bitsandbytes
Quantizes LLMs to 8-bit or 4-bit for 50-75% memory reduction with minimal accuracy loss. Use when GPU memory is limited, need to fit larger models, or want faster inference. Supports INT8, NF4, FP4 fo…
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ray-data
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of n…
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reproduce
End-to-end paper reproduction from arxiv URL through smoke runs to replication experiments. Handles missing or partial official code, missing training scripts, missing hyperparameters, and private dat…
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meta-apply
Index entry for an upstream research Skill intended for research work involving meta apply. Maintained upstream by wanshuiyin; source files are not included in this package.
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research-report
Summarize deep research results into markdown report, cover all fields, skip uncertain values.
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pubmed-database
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pytdc
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.
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pytorch-lightning
High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate. Scales from laptop to supercomputer with same code. Use…
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quarto-deck
Generate a Reveal.js HTML presentation from Markdown. Use when the user asks to generate a Reveal.js HTML presentation from Markdown.
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ray-train
Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling.…
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data-analysis-expert
Index entry for an upstream research Skill intended for research analysis related to the named method or subject. Maintained upstream by ptreezh; source files are not included in this package.
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meta-optimize
Index entry for an upstream research Skill intended for research work involving meta optimize. Maintained upstream by wanshuiyin; source files are not included in this package.
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researchcouncil
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