Data Science & ML Claude 技能

RAG Implementation & Engineering

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

LabArchives Integration

Automates Electronic Lab Notebook workflows through the LabArchives REST API for research data management and backup.

Scientific Brainstorming

Empowers researchers to generate novel hypotheses, explore interdisciplinary connections, and overcome creative blocks through collaborative ideation.

PubChem Chemical Informatics

Queries the PubChem database to retrieve chemical structures, molecular properties, and bioactivity data for cheminformatics workflows.

Architecting Memory

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

RAG Chunking Strategy

Implements advanced document chunking strategies to optimize retrieval-augmented generation (RAG) performance and embedding accuracy.

AI Prompt Architect

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

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.

Scientific Hypothesis Generator

Generates testable, evidence-based scientific hypotheses and experimental designs across multiple research domains.

AI Agents Architect

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

AI Agents Architect

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

Therapeutics Data Commons (PyTDC)

Facilitates drug discovery and therapeutic machine learning by providing AI-ready datasets, benchmarks, and molecular evaluation oracles.

Data Commons Client

Accesses and analyzes global public statistical data through the Data Commons knowledge graph and Python API.

RAG Evaluation & Benchmarking

Evaluates and optimizes RAG system performance through comprehensive retrieval, generation, and latency metrics.

RAG Scaffold

Generates production-grade Retrieval-Augmented Generation (RAG) pipeline boilerplate with industry best practices.

PubMed Database Access & Search

Enables advanced biomedical literature searches and programmatic data retrieval via the PubMed E-utilities REST API.

DNAnexus Genomics Integration

Streamlines genomics pipeline development and data management on the DNAnexus cloud platform using the dxpy Python SDK.

Market Researcher

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

Prompt Engineering Patterns

Optimizes AI responses using advanced prompting techniques like chain-of-thought, few-shot learning, and structured system designs.

Senior Computer Vision Engineer

Architects and deploys production-grade computer vision systems including object detection, segmentation, and real-time video processing using state-of-the-art AI models.

Chunking Advisor

Optimizes RAG pipeline performance by recommending tailored document chunking strategies based on content type and embedding models.

Miles Enterprise RL Training

Optimizes large-scale Mixture-of-Experts (MoE) model training with enterprise-grade reinforcement learning features and low-precision quantization.

LangChain Reference Architecture

Implements production-ready architectural patterns and scalable designs for enterprise LangChain applications.

UniProt Database Integration

Accesses UniProt's comprehensive protein sequence and functional information resource via REST API for bioinformatics workflows.

RunPod Model Uploader

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

Hydra Experiment Setup

Standardizes machine learning experiment management using Hydra and OmegaConf configuration patterns.

bioRxiv Research Database Search

Searches and retrieves life sciences preprints from the bioRxiv database with advanced filtering and PDF download capabilities.

Adaptyv Protein Lab

Connects Claude to cloud laboratory services for automated protein testing, sequence optimization, and wet-lab validation.