Data Science & ML Claude 技能

scvi-tools Single-Cell Analysis

Analyzes single-cell omics data using deep generative models for tasks like batch correction, integration, and differential expression.

Video Toolkit

Analyzes, transcribes, and edits video files using AI-powered frame extraction, local speech-to-text, and multi-modal audio understanding.

Prompt Craft

Optimizes AI prompts by applying architecture-specific techniques for autoregressive and reasoning-based models.

Text-to-Speech

Implements high-performance, secure text-to-speech synthesis using Kokoro TTS for real-time voice applications.

Stirrup Market Scanner

Monitors financial markets autonomously to generate AI-driven trading signals using multi-agent consensus and the Stirrup framework.

Funsloth RunPod Training Manager

Automates the lifecycle of LLM fine-tuning workloads on RunPod GPU instances using the Unsloth framework.

Funsloth Model Upload

Automates the generation of professional model cards and the deployment of fine-tuned LLMs to the Hugging Face Hub.

Business Analyst Expert

Transforms complex business data into actionable insights and strategic recommendations using modern BI tools and predictive analytics.

Hugging Face Training Manager

Simplifies the deployment and management of Unsloth fine-tuning jobs on Hugging Face cloud GPUs.

Funsloth Local GPU Training

Manages local GPU fine-tuning workflows using Unsloth to optimize LLM training performance and resource utilization.

FunSloth Unsloth Training Generator

Generates optimized training notebooks and scripts for fine-tuning LLMs using the Unsloth framework.

Intelligent Memory Retrieval Policy

Optimizes AI agent memory searches by classifying query intent and routing requests through the most efficient retrieval layers.

Llama.cpp C/C++ Integration

Provides a comprehensive C/C++ API reference and implementation patterns for high-performance local LLM inference using llama.cpp.

GreyCat SDK & GCL Reference

Provides a comprehensive reference for developing native C extensions and GCL applications within the GreyCat ecosystem.

Intelligent Retrieval Policy

Orchestrates complex memory search operations by classifying query intent and routing requests through optimal retrieval layers.

Topic Graph Explorer

Analyzes and maps semantic themes within agent memory using time-decayed importance scoring to surface relevant conversation patterns.

Agent Memory Vector Search

Enables semantic similarity and hybrid keyword-vector search across agent memory for intelligent information retrieval.

Research Synthesis

Synthesizes fragmented research findings into coherent, structured narratives with evidence-based uncertainty quantification.

Memory LLM Configuration

Configures and optimizes LLM providers for agent-memory summarization with automated model discovery and cost estimation.

Intelligent Memory Retrieval Policy

Optimizes agent memory searches by automatically classifying query intent and routing requests through the most efficient retrieval layers.

Senior Data Scientist

Provides expert guidance and automated tools for statistical modeling, experiment design, causal inference, and production-grade machine learning pipelines.

Local LLM Integration

Integrates local Large Language Models using llama.cpp and Ollama while implementing robust security measures against prompt injection and resource-based attacks.

Topic Graph Memory Explorer

Extracts and visualizes semantic topic patterns from agent conversation history using time-decayed importance scoring.

Wake Word Detection

Implements high-performance, privacy-preserving wake word detection for always-listening voice assistants using openWakeWord and test-driven development.

Model Quantization

Optimizes Large Language Models through 4-bit and 8-bit quantization to enable efficient deployment on resource-constrained hardware.

Excel Spreadsheet Assistant

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and data visualization.

Topic Graph Explorer

Maps and analyzes semantic themes within agent memory using time-decayed importance scoring to discover conversational patterns.

Systematic Literature Search

Automates systematic literature reviews for sociology and academic research using the OpenAlex API and structured screening workflows.

CUDA Development Guide

Optimizes CUDA and GPU computing development with performance-focused guardrails and industry-standard implementation patterns.

BioGeoBEARS Biogeographic Analysis

Automates the setup, validation, and execution of phylogenetic ancestral range reconstruction using BioGeoBEARS in R.