Data Science & ML Claude 技能

RAG Implementation Expert

Build and optimize Retrieval-Augmented Generation (RAG) systems using vector databases, embeddings, and sophisticated semantic search patterns.

Molecular Featurization (Molfeat)

Provides a comprehensive suite of 100+ molecular featurizers for converting chemical structures into machine learning-ready numerical representations.

AnnData Scientific Data Management

Manages annotated data matrices for single-cell genomics and large-scale biological datasets using the AnnData framework.

ML Pipeline Workflow Orchestrator

Builds and automates end-to-end MLOps pipelines from data preparation and model training to validation and production deployment.

Dask Parallel Computing

Scales Python, pandas, and NumPy workflows across multiple cores or clusters for larger-than-memory datasets.

RAG Implementation & Engineering

Builds robust Retrieval-Augmented Generation (RAG) systems using vector databases and advanced semantic search architectures.

Advanced Excel & Spreadsheet Engineering

Creates, modifies, and analyzes professional Excel spreadsheets with automated formula recalculation and industry-standard financial formatting.

Ensembl Genome Database

Queries the Ensembl REST API to retrieve gene annotations, sequences, variants, and comparative genomic data for over 250 species.

OpenAlex Academic Literature

Queries and analyzes the OpenAlex database to search scholarly literature, track citations, and perform bibliometric analysis.

Architecting Memory

Designs and implements evolutionary persistent memory architectures for AI agent systems using RAG and Knowledge Graphs.

AI Prompt Architect

Architects high-performance AI prompts using advanced complexity-based standards, attention management, and structural optimization patterns.

Advanced Prompt Engineering Frameworks

Optimizes LLM performance through advanced prompt patterns including few-shot learning, chain-of-thought reasoning, and modular template systems.

Multi-Agent Orchestration

Implements advanced agentic patterns to prevent context saturation and optimize parallel execution within Claude Code environments.

Edge AI Optimizer

Optimizes AI models for resource-constrained edge devices using advanced quantization, memory management, and battery-smart inference patterns.

Statistical Data Analysis

Performs rigorous statistical analysis, hypothesis testing, and APA-compliant reporting for academic and experimental research.

Flow Nexus Neural Networks

Trains and deploys complex neural network architectures within distributed E2B sandbox environments using Flow Nexus.

Bioinformatics & Genomic Data (gget)

Provides a unified interface for rapid bioinformatics queries across 20+ genomic databases including Ensembl, AlphaFold, and NCBI.

Product Expert Design

Designs adaptive user-facing agent experts to create personalized product experiences and dynamic UX.

AI Agents Architect

Designs and implements autonomous AI agents with sophisticated tool use, memory systems, and multi-agent orchestration.

Senior ML/AI Engineer

Productionizes machine learning models and builds scalable AI systems with deep expertise in MLOps, RAG architectures, and high-performance inference.

AI Agents Architect

Architects and implements robust autonomous AI agents with sophisticated tool use, memory systems, and multi-agent orchestration.

RunPod Model Uploader

Automates the transfer of HuggingFace models to RunPod Network Volumes via Google Colab to minimize GPU billing costs.

LangChain4j Spring Boot Integration

Integrates LangChain4j into Spring Boot applications using auto-configuration and declarative AI Services.

SymPy Symbolic Math

Performs exact symbolic mathematical computations including algebra, calculus, and physics modeling directly in Python.

Denario AI Scientific Research Assistant

Automates end-to-end scientific research workflows from initial data analysis and hypothesis generation to publication-ready LaTeX manuscripts.

Excel & Spreadsheet Master

Automates professional Excel spreadsheet creation, financial modeling, and data analysis with error-free formula verification.

Gtars Genomic Analysis

Performs high-performance genomic interval analysis, overlap detection, and machine learning tokenization using Rust-powered tools.

Advanced Prompt Engineering Framework

Implement and optimize production-grade prompt patterns including few-shot learning and chain-of-thought reasoning for enhanced LLM performance.

Market Researcher

Conducts comprehensive market analysis, industry trend tracking, and market sizing calculations to drive data-informed business decisions.

PDF Document Automation

Enables programmatic PDF manipulation, data extraction, and document creation using professional Python and command-line tools.