Data Science & ML Claude 技能

XGBoost & LightGBM ML Toolkit

Implements industry-standard gradient boosting algorithms for high-performance machine learning on tabular and structured datasets.

CODEX Experiment JSON Parser

Translates CODEX/Akoya experiment.json metadata into the KINTSUGI ExperimentConfig format with precise field and wavelength mapping.

HPC Batch Staging & Rsync Patterns

Optimizes large-scale data staging on HPC environments using rsync, bash, and SLURM to ensure data integrity and script reliability.

Cognitive Baseline Evaluator

Evaluates AI alignment and protocol adherence through the Joseph Cognitive Baseline v2.1 test suite.

Advanced Excel & Financial Modeling

Automates professional spreadsheet creation, data analysis, and financial modeling with rigorous formula integrity and industry-standard formatting.

Gemini CLI Integration

Integrates Google's Gemini models into the Claude Code workflow to handle massive context windows and multimodal file processing.

Schwab Market Data Snapshot

Synchronizes and caches comprehensive Charles Schwab market data, including account status, real-time quotes, and option chains for trading agents.

Vertex AI Media Master

Automates Google Vertex AI multimodal operations to process, analyze, and transform media content within your development environment.

AI Multimodal Processing

Leverages Google Gemini API to process and analyze audio, video, images, and documents directly within Claude.

Text Sentiment Analysis

Analyzes and classifies the emotional tone of text data into positive, negative, or neutral categories for rapid opinion mining.

System Prompt Engineering

Architects high-impact system prompts to define agent identity, rules, and behavior patterns for custom AI assistants.

Strategy Translator

Translates trading strategy documentation into production-ready Python backtesting code and TradingView Pine Script.

Dynamic Budget Orchestrator SBI

Orchestrates AI execution phases to ensure deterministic outputs and efficient resource management within AGI environments.

Stock Picker

Screens and analyzes stocks using quantitative multi-factor models to identify high-potential investment opportunities.

RAG Systems Development

Builds robust Retrieval-Augmented Generation (RAG) pipelines for grounded AI responses using vector stores and embeddings.

Koog AI Agent Framework

Builds sophisticated AI agents with tool-calling capabilities and multi-provider LLM integration using a Kotlin-native framework.

KINTSUGI Project Data Handler

Manages KINTSUGI project initialization by distinguishing between raw and processed data while automating SLURM configuration.

KINTSUGI SLURM Workflow Guide

Guides users through a comprehensive 10-step pipeline for processing multiplex imaging data on SLURM-managed HPC clusters.

Slurm Concurrent GPU+CPU Processing

Maximizes HPC throughput by orchestrating concurrent GPU and CPU batch processing across multiple SLURM accounts.

Slipstream LLM Finetuning

Optimizes large language models to communicate natively through the Slipstream inter-agent protocol using efficient finetuning workflows.

AILANG Development Kit

Streamlines AILANG programming for AI agents by providing real-time syntax rules, capability-based execution, and a searchable library of 90+ code examples.

Synapse Result Schemas

Provides standardized, type-safe result schemas for Synapse SDK plugin actions to ensure consistent data output and validation.

Synapse Action Development

Streamlines the creation of Synapse plugin actions using function-based and class-based patterns with built-in Pydantic validation.

Synapse Specialized Actions

Streamlines Machine Learning workflows with specialized base classes for training, inference, data export, and deployment.

Synapse File Conversion

Converts incompatible image, video, and audio formats into supported extensions for seamless data collection uploads.

Functional Introspection Principle

Applies structured self-analysis and governance protocols to evaluate and validate AI decision-making processes.

Synapse Upload Workflow

Streamlines complex file uploads and metadata mapping to Synapse data collections across local and cloud storage providers.

Synapse Plugin Execution

Facilitates the programmatic execution and discovery of Synapse plugins across local and distributed environments.

REDUCE CRACK Equation Solver

Solves overdetermined algebraic, ODE, and PDE systems using the CRACK package in the REDUCE computer algebra system.

Synapse Config YAML Guide

Guides developers in configuring Synapse plugin metadata, action definitions, and runtime environments for seamless tool integration.