Data Science & ML Claude 技能

OMERO Microscopy Integration

Manages and analyzes microscopy data through the OMERO Python API for scientific imaging and high-content screening workflows.

AI Product Development

Builds production-grade AI features using robust LLM integration patterns, RAG architectures, and cost-efficient prompt engineering.

Excel & Spreadsheet Master

Creates, edits, and analyzes professional Excel spreadsheets with advanced formula support and industry-standard formatting.

Gemini 3 Pro Image Generation

Generates high-resolution 4K images, renders precise text, and performs conversational image editing using the Gemini 3 Pro Image model.

FluidSim CFD Framework

Simulates high-performance computational fluid dynamics using pseudospectral methods and optimized Python solvers.

LatchBio Integration

Streamlines the development, deployment, and management of serverless bioinformatics workflows on the LatchBio platform.

Matplotlib Visualization

Generates and customizes professional-grade static, animated, and interactive visualizations using Python's foundational plotting library.

xAI Sentiment Analysis

Performs real-time sentiment analysis on Twitter/X content using Grok's native integration and natural language processing.

Bioinformatics Data Query (gget)

Accesses and analyzes data from over 20 genomic and proteomic databases through a unified interface.

Alpha Vantage Financial Data

Accesses comprehensive financial market data including stocks, forex, cryptocurrency, and technical indicators for automated analysis.

xAI Agent Tools for Grok

Enables autonomous tool calling for Grok models including X search, web search, and Python code execution.

Gemini 3 Pro Advanced Features

Implements advanced Gemini 3 Pro capabilities including function calling, structured outputs, and context caching for production-grade AI applications.

Bedrock Model Customization

Adapts Amazon Bedrock foundation models through fine-tuning, continued pre-training, reinforcement learning, and model distillation.

HS Risk Scoring & Reporting

Performs automated risk assessment on logistics data by identifying formatting errors, hazardous materials, and dimensional flags.

COBRApy Metabolic Modeling

Performs constraint-based reconstruction and analysis (COBRA) of metabolic models for systems biology and metabolic engineering.

Gemini CLI for Claude Code

Integrates Google Gemini's multimodal reasoning and automated CLI tools into Claude Code for advanced AI collaboration and research.

Gemini 3 Advanced Features

Implements advanced Gemini 3 Pro capabilities including function calling, structured JSON outputs, and cost-efficient context caching for production AI applications.

Agent Memory System

Implement a multi-layered persistent memory architecture for AI agents to enable cross-session learning and long-term context retention.

Python Experiment Reproducibility

Ensures deterministic results in Python research code by centralizing configurations, controlling randomness, and recording run metadata.

FinnHub Financial Data

Integrates real-time financial market data including stock quotes, forex rates, crypto prices, and company fundamentals via the FinnHub API.

scvi-tools: Probabilistic Single-Cell Analysis

Implement deep generative models for single-cell omics analysis, enabling batch correction, multimodal integration, and probabilistic differential expression.

NCBI Gene Database Integration

Simplifies gene data retrieval and annotation by querying the NCBI Gene database via E-utilities and Datasets APIs.

Bedrock AgentCore Memory

Integrates persistent episodic and short-term memory into Amazon Bedrock agents to maintain user context and learn from interactions across sessions.

AC Memory Manager

Manages persistent cross-session memory for autonomous coding tasks using Graphiti integration.

AC Memory Manager

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

Gemini CLI Integration

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

Senior ML Engineer

Deploys production-grade machine learning models and establishes robust MLOps pipelines with LLM and RAG integration.

DSPy.rb LLM Framework

Builds type-safe, composable, and optimized LLM applications using the programmatic DSPy paradigm in Ruby.

Prompt Engineer

Designs, optimizes, and evaluates high-performance prompts to ensure LLM-powered applications deliver consistent and accurate outputs.

ReasoningBank Intelligence

Implements adaptive learning and meta-cognitive capabilities to help AI agents optimize strategies through experience and pattern recognition.