Data Science & ML Claude 技能

CellPhoneDB Analysis

Facilitates single-cell RNA-seq analysis of cell-cell communication and ligand-receptor interactions using the CellPhoneDB framework.

Notebook Creator

Generates standardized Jupyter notebooks for fantasy football data analysis, integrating DuckDB connections, dbt mart queries, and professional visualization patterns.

Sprint 1 Executor

Executes structured, atomic tasks for fantasy football analytics, FASA optimization, and trade intelligence within a standardized sprint framework.

D3.js Visualization

Generates sophisticated, interactive data visualizations and custom SVG graphics with precise control over visual elements and transitions.

LA-Bench Procedure Generator

Generates detailed experimental procedures from LA-Bench datasets by orchestrating a multi-agent workflow for parsing, reference fetching, and quality validation.

TTS LiveKit Plugin

Deploys a self-hosted Text-to-Speech API using MeloTTS and integrates it with LiveKit voice agents for high-quality, low-latency speech synthesis.

LA-Bench Workflow

Orchestrates the end-to-end generation, validation, and iterative improvement of detailed laboratory experimental procedures using the LA-Bench framework.

Procedure Refiner

Iteratively improves LA-Bench experimental procedures through automated validation, regeneration, and data persistence cycles.

Senior Computer Vision

Implements production-grade computer vision systems including object detection, segmentation, and real-time video processing using industry-standard frameworks.

Prompt Engineering

Designs, optimizes, and troubleshoots large language model prompts using research-backed techniques and structured design patterns.

Medallion Schema Reference

Automates schema validation and business logic extraction to ensure accuracy when generating PySpark ETL transformation code.

Polars Data Processing

Provides expert guidance for high-performance data manipulation and ETL pipeline optimization using the Polars library in Python.

Model Coordination

Coordinates multiple AI models in parallel to perform comparative analysis, aggregate decision-making, and track performance across diverse LLM providers.

Autonomous Trading

Orchestrates end-to-end stock trading operations by performing automated screening, multi-model AI analysis, and order execution via Alpaca.

Mean-Variance Optimization

Calculates optimal portfolio weights and identifies the tangency portfolio to maximize the Sharpe ratio based on user-provided asset data.

MetaNova NOVA Miner

Facilitates the setup, optimization, and management of molecular mining operations on Bittensor Subnet 68 for decentralized drug discovery.

SAM3 Image Segmentation API

Provides standardized API patterns and implementation guidance for Meta's Segment Anything Model 3 (SAM3) across image and video tasks.

TRL Training on Hugging Face

Trains and fine-tunes language models using Transformer Reinforcement Learning methods on fully managed Hugging Face cloud GPU infrastructure.

Innovation Game Miner

Develops, optimizes, and submits high-performance competitive algorithms for Boolean Satisfiability, Vehicle Routing, and Knapsack challenges on The Innovation Game platform.

Google ADK & CopilotKit Agent Builder

Builds full-stack AI agents by integrating Google ADK backends with CopilotKit-powered React frontends and Gemini models.

RAG Systems

Implements robust Retrieval-Augmented Generation (RAG) pipelines including document ingestion, hybrid search, reranking, and intelligent query routing.

LangGraph Architect

Architects and implements sophisticated graph-based AI agents and multi-agent workflows using LangGraph.

LangGraph Architecture Analysis

Analyzes LangGraph agent architectures to identify performance bottlenecks and generate data-driven improvement strategies.

Ahling Intelligence Layer

Deploys and manages a sophisticated AI infrastructure stack including graph databases, vector search, and multi-agent orchestration.

Bioinformatics Experiment Manager

Manages end-to-end bioinformatics research by orchestrating hypothesis-driven experiment planning, execution, and standardized lab notebook documentation.

AI Core Command Center

Deploys and manages a self-hosted AI infrastructure stack including LLM proxies, inference servers, vector databases, and observability tools.

AI Multimodal

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

Coercion & Duress Evidence Clerk

Analyzes historical document archives to identify and index evidence of forced surrenders, threats, and procedural irregularities with legal-grade precision.

Knowledge Ingestion Patterns

Implements systematic data ingestion strategies for RAG systems using optimized chunking and metadata patterns.

Analysis Orchestration

Optimizes AI-assisted qualitative research through model selection guidance, cost estimation, and document processing strategies.