Data Science & ML Claudeスキル

Hybrid Search Implementation

Combines vector similarity and keyword-based search to improve retrieval accuracy in RAG systems and search engines.

Prompt Template Manager

Standardizes AI agent development through reusable, composable, and version-controlled prompt templates.

Tidyverse Model Tuning

Optimizes machine learning hyperparameters using the R Tidymodels ecosystem for improved model performance.

Machine Learning Pipeline Workflow

Builds and orchestrates end-to-end MLOps pipelines from data preparation and training through to production deployment.

Market Research Help

Provides comprehensive guidance and command references for the Market Research plugin to streamline competitive analysis and trend reporting.

Data Visualization

Generates professional data visualizations and plots using industry-standard Python libraries like Matplotlib, Seaborn, and Plotly.

Vector Similarity Search Patterns

Implement high-performance similarity search and vector retrieval patterns across multiple database providers.

Portfolio Risk Metrics Calculation

Calculates comprehensive financial risk metrics including VaR, CVaR, Sharpe, and Sortino ratios for quantitative portfolio management.

Resampling Strategies for Tidy Models

Implements robust model validation and resampling techniques using the R tidymodels ecosystem and rsample package.

HEAD Framework Evaluation

Synthesizes established metrics into structured driver assessments and integrated analytical reports using the HEAD framework.

ML Pipeline & MLOps Workflow

Orchestrates end-to-end MLOps pipelines from data ingestion and preparation to model training, validation, and production deployment.

LangGraph 7-Layer Architect

Builds and manages complex LangGraph agent systems using a structured, 7-layer architectural pattern for scalable AI development.

Veo 3.1 Video Interpolation

Generates cinematic video transitions and morphing animations between two keyframe images using Google’s Veo 3.1 via fal.ai.

Data Storytelling

Transforms raw analytics into persuasive business narratives through structured storytelling, visualization techniques, and executive-ready frameworks.

Spark Optimization

Optimizes Apache Spark jobs through advanced partitioning, memory management, and shuffle performance tuning.

LLM Performance Evaluation

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking.

TextCleaner Pipeline Manager

Manages and automates complex text transformation pipelines via the TextCleaner REPL interface.

Superpowers Lab

Provides a specialized laboratory environment for experimenting with and implementing advanced Claude capabilities.

Hybrid Search Implementation

Implements robust hybrid search systems by combining vector similarity and keyword-based retrieval for enhanced RAG performance.

ESM Protein Design & Modeling

Accelerates protein engineering and research using state-of-the-art ESM3 and ESM C language models for sequence generation and structure prediction.

Similarity Search Patterns

Implements high-performance similarity search and vector database patterns for AI-driven applications.

Replicate API Integration

Integrates the Replicate API for seamless deployment and execution of generative AI models like Flux, SDXL, and custom LoRA weights.

Quantitative Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics and performance indicators for quantitative trading strategies.

Similarity Search Patterns

Implements efficient semantic search and vector database patterns for RAG and recommendation systems.

LangChain & LangGraph Architecture

Designs and implements sophisticated LLM applications using LangChain 1.x and LangGraph for advanced agent orchestration and state management.

Vector Index Performance Tuning

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for efficient AI applications.

Quantitative Backtesting Frameworks

Builds robust, production-grade backtesting systems to validate trading strategies while eliminating common statistical biases.

Embedding Strategies for RAG

Optimizes semantic search and RAG applications through advanced embedding model selection and document chunking strategies.

Market Sizing & Opportunity Analysis

Calculates TAM, SAM, and SOM using professional methodologies to quantify market opportunities for startups and new business ventures.

MLOps Pipeline & Workflow Orchestration

Builds and automates end-to-end MLOps pipelines from data preparation and model training to production deployment and monitoring.