Data Science & ML Claude 技能

PennyLane Quantum Computing

Builds and optimizes quantum circuits using automatic differentiation and seamless integration with PyTorch, JAX, and TensorFlow.

Statsmodels Statistical Analysis

Performs rigorous statistical modeling, econometric analysis, and hypothesis testing using Python's statsmodels library.

Biomni Biomedical AI Agent

Automates complex biomedical research tasks including genomics, drug discovery, and clinical analysis using autonomous AI reasoning and code execution.

Azure AI Services

Integrates Azure AI Search, Speech, Foundry, and OpenAI capabilities directly into Claude's development workflow.

Biopython Bioinformatics Toolkit

Simplifies computational molecular biology tasks including sequence analysis, structural bioinformatics, and programmatic NCBI database access.

Benchling R&D Integration

Automates life sciences research workflows by integrating with the Benchling R&D platform for sample tracking, sequence management, and electronic lab notebooks.

Google GenAI Python SDK

Accelerates the development of Gemini-powered applications by providing idiomatic Python code patterns for the official Google GenAI SDK.

Pymoo Multi-Objective Optimization

Solves complex single and multi-objective optimization problems using evolutionary algorithms and Pareto-optimal analysis.

Biomni Biomedical AI Agent

Executes complex autonomous biomedical research tasks across genomics, drug discovery, and clinical analysis using LLM-driven code execution and integrated biological databases.

Denario Scientific Research Assistant

Automates end-to-end scientific research workflows from data hypothesis generation to publication-ready LaTeX papers.

Deep Research Agent

Performs autonomous, multi-step research tasks using the Gemini Deep Research Agent to synthesize information from the web and local documents.

COSMIC Cancer Database

Accesses and processes the COSMIC database for somatic mutations, Cancer Gene Census, and precision oncology research.

Denario Research Assistant

Automates the end-to-end scientific research lifecycle from data analysis and hypothesis generation to publishing LaTeX-formatted papers.

Biomni Biomedical Research Agent

Executes complex autonomous research tasks across genomics, drug discovery, and clinical analysis using integrated biomedical databases.

AI Agent Builder

Streamlines the design and construction of autonomous AI agents using a capability-driven framework and iterative architectural patterns.

Gemini Image Generation

Generates and edits high-quality images using Google's Gemini-3-pro-image-preview model via the google-genai Python library.

LLM Application Development

Builds robust AI-powered applications through advanced prompt engineering, RAG implementation, and resilient API integration patterns.

LLM Application Development

Builds robust AI-powered features using standardized patterns for prompt engineering, RAG workflows, and multi-provider LLM integrations.

TensorFlow Model Deployment

Deploys and optimizes TensorFlow models for production, mobile, and edge environments using SavedModel and TFLite formats.

Claude Agent SDK Creation

Streamlines the initialization and configuration of autonomous AI agents using the Claude Agent SDK.

TensorFlow Neural Networks

Builds, trains, and optimizes sophisticated deep learning models using TensorFlow and the Keras API.

TensorFlow Data Pipelines

Architect high-performance data input pipelines using the TensorFlow tf.data API to maximize GPU and TPU training efficiency.

Research Outline Auditor

Audits research outlines by analyzing evidence coverage and mapping redundancy to ensure a structured, verifiable foundation.

Research Paper Deduplicator & Ranker

Streamlines research paper collections by deduplicating entries and ranking them to create high-quality core datasets for academic analysis.

Building RAG Systems

Architect and implement production-grade Retrieval-Augmented Generation systems using LangChain and Qdrant vector stores.

Advanced Data Visualization

Implements high-performance, accessible, and perceptually accurate data visualizations using industry-standard libraries and algorithms.

AI Hardware Sizing & Infrastructure

Calculates and specifies optimal hardware requirements for local Large Language Model (LLM) deployments and AI workloads.

Memory Fabric

Orchestrates complex knowledge graph memory with entity extraction, deduplication, and intelligent cross-referencing for Claude Code.

Vercel AI SDK Core & v6 Migration

Implements advanced AI backend logic using Vercel AI SDK versions 5 and 6, facilitating model orchestration, agentic workflows, and seamless version migrations.

Google Gemini File Search

Integrates Google Gemini's managed RAG system to build searchable document knowledge bases with automatic chunking, embeddings, and citations.