Data Science & ML Claude 技能

LLM Tuning Patterns

Configures optimal LLM parameters and reasoning strategies based on evidence-backed research for specialized technical tasks.

AC Memory Manager

Persists knowledge and learned patterns across autonomous coding sessions using Graphiti-based memory management.

NumPy String Operations

Performs high-performance, vectorized string manipulation and text cleaning using NumPy's specialized string modules.

Miles RL Training Framework

Provides expert guidance and implementation patterns for training large-scale Mixture-of-Experts (MoE) models using enterprise-grade Reinforcement Learning.

Python Practice Tutor

Generates customized Jupyter notebook practice challenges for Python algorithms and pandas data manipulation.

Gemini CLI Integration

Integrates Google’s Gemini AI capabilities into Claude Code for multimodal tasks, advanced code analysis, and automated tool execution.

Google Gemini AI & Multimodal Tools

Integrates Google Gemini's multimodal analysis, massive context processing, and image generation capabilities directly into Claude Code.

Excel & Spreadsheet Management

Automates the creation, editing, and analysis of professional Excel spreadsheets with advanced formula support and financial modeling standards.

AI Multimodal Processing

Integrates Google Gemini's multimodal capabilities to process audio, video, images, and documents directly within the Claude Code environment.

JeriCommerce Loyalty Report Generator

Generates comprehensive loyalty program performance reports and data-driven growth projections via Metabase integration.

SpatialData

Manages, analyzes, and visualizes multi-modal spatial omics data using the SpatialData Python ecosystem and OME-NGFF standards.

LangChain Architecture & Agent Design

Architects sophisticated LLM applications using LangChain patterns for agents, memory management, and complex tool integration.

Context Optimization for AI Agents

Optimizes LLM context windows through compaction, masking, and caching strategies to maximize performance and minimize token costs.

Context Optimization

Optimizes LLM context windows through strategic compaction, masking, and caching to improve model performance and reduce costs.

LangGraph v1 & LangChain Assistant

Facilitates the development and migration of Python-based AI agents using LangGraph v1 and LangChain v1 standards.

Gemini Web Integration

Enables high-quality text and image generation using a reverse-engineered Gemini Web API interface.

LangChain Architecture Assistant

Designs and implements sophisticated LLM applications using the LangChain framework for agents, memory, and complex workflows.

Fal AI Platform Management

Integrates Fal.ai platform APIs to manage generative AI models, track resource usage, and monitor real-time pricing.

Vector Index Tuning

Optimizes vector index performance to achieve the ideal balance between search latency, recall accuracy, and memory consumption.

Vector Index Tuning & Optimization

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

Prompt Engineering Patterns

Optimizes Large Language Model performance through advanced prompting techniques like few-shot learning and chain-of-thought reasoning.

Metabolomics Workbench Explorer

Accesses the NIH Metabolomics Workbench REST API to retrieve comprehensive metabolomics study data, metabolite structures, and standardized RefMet nomenclature.

Excel & Spreadsheet Power Tools

Automates the creation, editing, and analysis of professional Excel spreadsheets with dynamic formulas and industry-standard formatting.

Trading Signal Generator

Generates high-conviction trading signals and technical analysis reports using multi-indicator market scanning.

Vercel AI SDK Documentation

Provides comprehensive documentation and implementation patterns for building AI-powered applications using the Vercel AI SDK.

LangChain Application Architecture

Architects and implements sophisticated LLM applications using LangChain for agents, memory management, and complex workflows.

Excel to Markdown Reader

Converts Excel (.xlsx) spreadsheets into clean Markdown tables for seamless data analysis and documentation.

Qiskit Quantum Computing

Develops, optimizes, and executes quantum circuits on IBM Quantum hardware and simulators using the industry-standard Qiskit framework.

PubMed Multi-Source Academic Search

Integrates multiple academic databases including PubMed, Semantic Scholar, and OpenAlex for comprehensive literature reviews and full-text retrieval.

RAG Implementation Guide

Builds advanced Retrieval-Augmented Generation (RAG) systems to ground LLM responses with external document knowledge and vector search.