Data Science & ML Claude 技能

Stirrup Market Scanner

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

Funsloth Model Upload

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

Funsloth Dataset Validator

Validates and analyzes datasets to ensure they are optimized for Unsloth fine-tuning and Chinchilla optimality.

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.

Text-to-Speech

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

Wake Word Detection

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

Funsloth RunPod Training Manager

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

Model Quantization

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

Recursive Language Model (RLM)

Processes massive text contexts with high token efficiency using recursive inference-time scaling and Go-based exploration.

Financial Modeling Suite

Builds advanced financial models including DCF analysis, Monte Carlo simulations, and sensitivity testing for robust investment decision-making.

Recursive Language Model Context Processor

Processes massive contexts through programmatic exploration and recursive analysis to achieve significant token savings.

Stata Integration for Claude

Executes Stata commands and manages statistical workflows directly through the Claude interface.

Video Toolkit

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

Biopython Bioinformatics

Streamlines computational molecular biology tasks including sequence analysis, NCBI database queries, and structural bioinformatics.

Clustering Algorithm Runner

Executes and visualizes machine learning clustering algorithms to discover patterns and groupings within complex datasets.

Excel Variance Analyzer

Automates budget vs. actual financial variance analysis with professional reporting, materiality flagging, and executive summaries.

Sentiment Analysis Tool

Analyzes and classifies the emotional tone of text data to provide insights into customer feedback, social media sentiment, and public opinion.

Tradovate Indicator Scaffolding

Generates standardized JavaScript scaffolds and implementation patterns for Tradovate trading indicators.

Model Versioning Tracker

Tracks and manages AI/ML model versions, performance metrics, and lineage for streamlined model registry management.

Scientific Critical Thinking

Evaluates research rigor and methodology through systematic assessment of statistical validity, biases, and evidence quality.

Prompt Engineering Toolkit

Systematically designs and optimizes Claude prompts using a multi-level methodology for maximum effectiveness and cost efficiency.

Machine Learning Feature Engineering

Optimizes machine learning model performance by automating feature creation, selection, and complex data transformations.

ClinVar Database Assistant

Queries and interprets NCBI ClinVar data to provide standardized genetic variant classifications and clinical significance evidence.

Phylogenomics Workflow Generator

Automates the generation of scheduler-aware phylogenomic workflows from genome assemblies using single-copy orthologs.

Histolab Pathology Processing

Automates digital pathology image processing and tile extraction for whole slide images in deep learning pipelines.

Scientific Data Extractor

Extracts and validates structured data from scientific PDF collections for systematic reviews and meta-analyses.

Qiskit Quantum Computing

Builds, optimizes, and executes quantum circuits and algorithms across various hardware providers and simulators.

Pysam Genomic Data Toolkit

Processes and analyzes genomic data formats including BAM, VCF, and FASTA using a Pythonic interface to htslib.

Plotly Visualization

Generates interactive, publication-quality scientific and statistical visualizations using the Plotly Python library.