Data Science & ML Claude 技能
发现data science & ml类别的 Claude 技能。浏览 61 个技能，找到适合您 AI 工作流程的完美功能。
MLOps Implementation Strategy
Provides strategic guidance and technical patterns for operationalizing machine learning models from experimentation to production deployment.
Prompt Engineering
Engineers reliable, high-quality LLM outputs using advanced techniques like few-shot learning, chain-of-thought reasoning, and structured data patterns.
Model Serving & LLM Deployment
Deploys and optimizes LLM and machine learning models for production-grade inference and API integration.
Single-Cell RNA Quality Control
Automates quality control workflows for single-cell RNA-seq data using scverse best practices and MAD-based outlier detection.
Clinical Trial Protocol Designer
Generates comprehensive clinical trial protocols for medical devices and drugs using a structured, research-driven automated workflow.
Nextflow Bioinformatics Pipelines
Automates the deployment and execution of nf-core bioinformatics pipelines for genomics, transcriptomics, and epigenomics data analysis.
Allotrope Instrument Data Converter
Converts diverse laboratory instrument files into standardized Allotrope Simple Model (ASM) format for LIMS and data analysis.
Nextflow Bioinformatics Development
Automates the deployment and management of nf-core bioinformatics pipelines for large-scale genomic data analysis.
scvi-tools Single-Cell Analysis
Accelerates single-cell genomics research using probabilistic deep learning models for data integration, multi-modal analysis, and reference mapping.
Single-Cell Deep Learning (scvi-tools)
Streamlines single-cell genomics workflows using scvi-tools for probabilistic data integration and deep learning analysis.
Instrument Data to Allotrope Converter
Converts laboratory instrument data into standardized Allotrope Simple Model (ASM) formats for LIMS integration and data analysis.
Scientific Research Strategy
Guides scientists through a systematic framework for research problem selection, project ideation, and strategic decision-making.
Single-Cell RNA-seq Quality Control
Performs automated quality control and filtering on single-cell RNA-seq data using scverse best practices.
FinLab Quant Trading
Automates the development, backtesting, and execution of Taiwan stock market quantitative trading strategies using the FinLab package.
Metadata Spell Checker
Detects and corrects spelling errors in ETL metadata and snapshot files using codespell.
BDI Mental State Modeling
Transforms external RDF context into formal Belief-Desire-Intention (BDI) mental states for advanced cognitive agent reasoning.
Scientific Experiment Design
Implements best practices for designing, documenting, and analyzing reproducible scientific experiments within data science workflows.
Data Analysis & Statistical Patterns
Implements rigorous data exploration, statistical testing, and scientific validation patterns using Python's data science stack.
ML Rigor
Enforces machine learning best practices including baseline comparisons, cross-validation, model interpretation, and data leakage prevention.
ML Rigor
Enforces scientific best practices in machine learning pipelines through baseline comparison, cross-validation, and model interpretation.
Experiment Design & Reproducibility
Implements best practices for designing reproducible, statistically valid scientific experiments and machine learning workflows.
Data Analysis & Statistics
Implements rigorous data exploration and statistical testing patterns for scientific research and analysis.
AI SDK React UI
Builds sophisticated React chat interfaces and AI-powered components using Vercel AI SDK v6 stable patterns.
OpenAI Agents SDK Integration
Build and deploy sophisticated AI agent workflows featuring multi-agent handoffs, realtime voice, and type-safe tool execution.
AI SDK Core Integration
Builds advanced backend AI applications using the latest Vercel AI SDK features, including structured outputs, multi-modal capabilities, and performance optimizations.
GRPO Fine-Tuning for Vision Models
Implements Group Relative Policy Optimization (GRPO) to fine-tune vision-language models on small, specialized datasets.
OpenAI Responses API Integration
Builds stateful, agentic AI applications using OpenAI's Responses API with preserved reasoning and server-side tool integration.
Google Gemini File Search
Implements fully managed Retrieval-Augmented Generation (RAG) using Google Gemini for searchable document knowledge bases.
ElevenLabs Voice Agents
Builds and manages production-ready conversational AI voice agents with integrated ASR, TTS, and custom RAG knowledge bases.
Google Gemini Embeddings
Implements high-performance text embeddings for RAG, semantic search, and document clustering using the Google Gemini API.
Scroll for more results...