Data Science & ML Claude 스킬

Alpaca Trading Order Limitations

Enforces Alpaca broker-specific constraints by filtering unsupported crypto short orders while maintaining valid equity shorting capabilities.

Parallel Universe Selection Optimizer

Accelerates quantitative trading universe selection by 3-4x through parallel processing and optimized caching strategies.

Interactive Plotly FigureWidget Fix

Resolves KeyError: 'uid' errors when updating interactive Plotly FigureWidget shapes and sliders in VS Code.

Alpaca Algo Trader Plus Data Connector

Leverages the Alpaca Algo Trader Plus subscription to fetch extended historical market data for training robust trading models.

Lightsheet PSF Deconvolution

Eliminates horizontal banding artifacts in microscopy data by implementing true lightsheet Point Spread Function (PSF) calculations.

Per-Sector Trading Candidate Filter

Optimizes trading universe selection by applying sector-specific volume filters to ensure a diverse and manageable pool of candidates.

Trading Selection Diversity Validation

Enforces strict portfolio diversity constraints and correlation limits in trading systems using the Fail Loudly pattern.

LlamaFarm Text Classification

Classifies text data using zero-shot labeling or custom-trained machine learning models directly within your terminal.

Analyze Goodreads Export

Queries and analyzes personal book libraries from Goodreads CSV exports to provide reading insights and statistics.

Tidymodels Workflow Patterns

Implements end-to-end machine learning pipelines in R using the modern tidymodels ecosystem.

AI Multimodal Processing

Processes and generates multimedia content including audio, video, images, and documents using the Google Gemini API.

FiftyOne Dataset Inference

Automates the creation of FiftyOne datasets from local media files and executes machine learning model inference pipelines.

LangGraph Fine-Tuning

Optimizes LangGraph application performance by iteratively refining prompts and node-level processing logic based on quantitative evaluation criteria.

Parakeet Audio Transcription

Converts audio files into high-quality timestamped transcriptions using NVIDIA's Parakeet model optimized for Apple Silicon.

SimPy Simulation Framework

Builds and manages discrete-event simulations in Python for modeling complex systems like logistics, manufacturing, and network traffic.

Gemini AI Integration

Integrates Google's Gemini models into your workflow for advanced reasoning and multi-perspective code analysis.

Fantasy Football Analytics & ML

Develops predictive player projection models using specialized feature engineering and sports-specific machine learning validation techniques.

System Skill Source

Implements the System Skill Pattern to build persistent, data-driven CLI tools that evolve through continuous user interaction.

scvi-tools for Single-Cell Analysis

Performs probabilistic modeling and deep generative analysis for single-cell omics data using the scvi-tools framework.

RAG Implementation Guide

Builds high-performance Retrieval-Augmented Generation (RAG) systems to ground LLM responses with proprietary or external data.

Vector Index Tuning & Optimization

Optimizes vector search performance by tuning index parameters, quantization strategies, and memory usage for production-grade AI applications.

Arboreto GRN Inference

Infers gene regulatory networks from transcriptomics data using scalable algorithms like GRNBoost2 and GENIE3.

LangChain Architecture & Design

Builds sophisticated LLM applications using the LangChain framework with agents, memory systems, and complex workflows.

Quantitative Backtesting Frameworks

Builds robust, production-grade backtesting systems for trading strategies while mitigating common biases and handling transaction costs.

Vector Database Management

Facilitates seamless integration with vector databases for semantic search, retrieval-augmented generation (RAG), and high-dimensional embedding management.

Histolab Pathology Toolkit

Processes gigapixel whole slide images to automate tissue detection and tile extraction for digital pathology.

MechInterp Glossary and Constraints

Provides domain-specific knowledge and experimental constraints for mechanistic interpretability research on Splatoon data models.

RAG Manager

Manages Retrieval-Augmented Generation (RAG) indices to enable semantic search capabilities over BigQuery datasets.

PyHealth: Healthcare AI & Clinical ML

Develops, trains, and deploys specialized machine learning models for healthcare and clinical data analysis using standardized EHR datasets and medical coding systems.

FluidSim CFD Framework

Performs high-performance computational fluid dynamics simulations and spectral analysis using Python.