Data Science & ML Claude 技能

Text-to-Speech

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

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.

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.

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.

Research Synthesis

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

Senior Data Scientist

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

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.

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.

Business Analyst Expert

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

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.

Multi-Agent System Architecture

Designs and implements sophisticated multi-agent workflows using modular orchestration patterns, hierarchical delegation, and deterministic tool coordination.

AGILab Runbook

Standardizes repository workflows for AGILab development, environment management, and AI engineering application deployment.

BioGeoBEARS Biogeographic Analysis

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

Prompt Engineer

Optimizes and designs high-performance LLM prompts using advanced techniques like chain-of-thought and few-shot learning.

Machine Learning Model Trainer

Automates the end-to-end machine learning lifecycle from data analysis and model selection to training and performance evaluation.

Local Text-to-Speech

Generates high-quality speech audio locally on Apple Silicon using MLX acceleration and the Kokoro model.

Gemini CLI Integration

Facilitates seamless interaction with the Gemini CLI to leverage Google Gemini models directly within the Claude Code environment.

Vector Index Tuning

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for high-scale search infrastructure.

Geospatial Visualization

Builds interactive geographic maps and performs spatial data analysis using GeoViews and GeoPandas.

HoloViz Data Visualization

Simplifies the creation of complex, interactive, and multi-dimensional data visualizations using the HoloViz ecosystem.

Systematic Literature Search

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

Xarray Multidimensional Data Analysis

Analyzes and manipulates labeled multidimensional scientific datasets using the Xarray library and its ecosystem.

HoloViz Plotting Fundamentals

Generates interactive, publication-quality data visualizations using the HoloViz ecosystem and hvPlot for rapid data analysis.

HoloViz Colormaps & Styling

Masters perceptual color management and accessible visual styling for scientific visualizations using Colorcet and the HoloViz ecosystem.