Data Science & ML Claudeスキル

Quantitative Backtesting Frameworks

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

LangChain & LangGraph Architecture

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

Quantitative Risk Metrics Calculation

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

Similarity Search Patterns

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

Hybrid Search Implementation

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

MLOps Pipeline Workflow

Builds end-to-end MLOps pipelines to automate data preparation, model training, validation, and production deployment.

Time Series Forecaster

Automates time series forecasting by analyzing historical data trends and generating predictive models with confidence intervals.

Regression Analysis Tool

Performs automated regression modeling and statistical analysis to uncover relationships between variables and predict numerical outcomes.

Machine Learning Hyperparameter Tuner

Optimizes machine learning model performance by automatically executing grid search, random search, and Bayesian optimization strategies.

Deep Learning Model Optimizer

Enhances deep learning model performance through automated architecture analysis, hyperparameter tuning, and efficient training strategies.

ML Model Trainer

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

AI SDK Agent Orchestrator

Architects and manages sophisticated multi-agent systems using the Vercel AI SDK v5 for coordinated AI workflows.

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.

LangGraph 7-Layer Architect

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

HEAD Framework Evaluation

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

Pixi Scientific Package Management

Manages fast, reproducible scientific Python environments by unifying the conda and PyPI ecosystems.

Nixtla Time Series Cross-Validator

Evaluates time series forecasting models using rigorous cross-validation and backtesting techniques to ensure prediction accuracy.

Nixtla Exogenous Integrator

Enhances TimeGPT time series forecasts by integrating external variables like holidays, weather, and events for improved predictive accuracy.

NLP Text Analyzer

Performs comprehensive natural language processing tasks including sentiment analysis, keyword extraction, and topic modeling directly within Claude.

Data Visualization

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

Market Research Help

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

Claude Batch Processing

Optimizes high-volume workloads by leveraging Anthropic's Message Batches API for 50% cost savings on non-time-sensitive tasks.

Copper Resilience & Cross-Asset Analyst

Evaluates copper price breakout and pullback scenarios by analyzing cross-asset signals like global equity resilience and Chinese interest rate environments.

Prediction Tracking & Evaluation

Tracks and audits AI research predictions over time to evaluate accuracy and predictor reliability.

GrepAI Embedder Config

Configures and troubleshoots embedding providers and models for the GrepAI semantic search tool.

GrepAI Workspace Manager

Manage GrepAI semantic search workspaces including creation, project management, and indexing status monitoring.

Sentiment Analysis Tool

Analyzes the emotional tone and polarity of text data to provide actionable insights from feedback, social media, and reviews.

Neural Network Builder

Automates the design, configuration, and construction of custom neural network architectures like CNNs, RNNs, and Transformers through natural language.

Prompt Engineering

Implements advanced LLM interaction patterns and optimization techniques to maximize Claude's performance and reliability.

Nixtla TimeGPT Fine-Tuning Lab

Fine-tunes the TimeGPT model on custom time series data to maximize forecasting precision for domain-specific applications.