Data Science & ML Claude 技能

AgentDB Learning

Implements and trains reinforcement learning algorithms to create self-improving autonomous agents using the AgentDB plugin system.

ReasoningBank AgentDB

Implements adaptive learning and experience replay for agents using a high-performance vector database to optimize decision-making over time.

Flow Nexus Platform

Orchestrates intelligent agent swarms, manages secure code sandboxes, and handles application deployment within the Flow Nexus ecosystem.

Local Offline TTS

Generates high-quality speech from text locally using Sherpa-ONNX models without requiring cloud connectivity.

Data Visualization & Charting

Generates professional, accessible, and insightful data visualizations using Python's leading charting libraries like Matplotlib and Seaborn.

User Research Synthesis

Synthesizes raw qualitative and quantitative research into actionable product insights and prioritized opportunity areas.

Statistical Analysis

Applies advanced statistical methods to analyze data distributions, detect trends, and validate hypotheses with scientific rigor.

Single-Cell RNA-seq QC

Automates quality control and filtering for single-cell RNA sequencing data following scverse and scanpy best practices.

Data Exploration & Profiling

Profiles datasets and assesses data quality to discover patterns and understand schemas before analysis.

Lab Instrument Data Converter

Standardizes laboratory instrument data by converting various file formats into the Allotrope Simple Model (ASM) for LIMS and downstream analysis.

Nextflow Bioinformatics Pipelines

Automates the deployment and management of nf-core bioinformatics pipelines for genomic data analysis.

Data Context Extractor

Generates tailored data analysis skills by capturing tribal knowledge, schema details, and business metrics from analysts.

Single-Cell Deep Learning (scvi-tools)

Performs advanced deep learning analysis for single-cell genomics using the scvi-tools framework.

Data Validation & QA

Validates data analysis methodology, accuracy, and documentation to ensure high-quality, reproducible insights for stakeholders.

Imaging Data Commons Access

Queries and downloads large-scale public cancer imaging datasets from the NCI Imaging Data Commons using Python and SQL.

FRED Economic Data

Queries the FRED API for over 800,000 economic time series to support macroeconomic research and financial analysis.

Book SFT Pipeline

Automates the end-to-end process of converting literary works into high-quality datasets for fine-tuning AI models on specific authorial voices and writing styles.

Context Engineering & Optimization

Optimizes AI context window usage through strategic compression, observation masking, and partitioning to improve performance and reduce costs.

Project Development Methodology

Guides the architectural design, evaluation, and implementation of LLM-powered applications and agent systems.

Context Engineering Fundamentals

Provides foundational principles and implementation patterns for managing language model context windows and attention mechanics in AI agent systems.

BDI Mental State Modeling

Models autonomous agent behaviors using Belief-Desire-Intention (BDI) architecture and formal cognitive ontologies.

Context Compression Manager

Optimizes AI agent token usage through advanced context summarization and structured information preservation.

Memory Systems

Design and implement sophisticated agent memory architectures, from vector stores to temporal knowledge graphs, for cross-session persistence.

Context Degradation Diagnostics

Diagnoses and mitigates context-related failures in agent systems to ensure reliable performance across large context windows.

Advanced LLM Evaluation

Implements sophisticated LLM-as-a-judge frameworks and evaluation rubrics to ensure production-grade quality and bias mitigation.

Multi-Agent Patterns

Designs and implements sophisticated multi-agent architectures for Claude Code by optimizing context isolation and coordination strategies.

Kreuzberg Document Intelligence

Extracts structured text, metadata, and tables from over 75 document formats using a high-performance Rust core.

K-Dense Web Integration

Connects Claude to the K-Dense Web platform for advanced, end-to-end scientific research workflows and multi-agent AI collaboration.

MATLAB & Octave Scientific Computing

Performs advanced numerical computing, matrix operations, and scientific visualizations using MATLAB and GNU Octave syntax.

Rowan: Quantum Chemistry & Molecular Simulation

Automates advanced quantum chemistry workflows and protein-ligand modeling using a cloud-based Python API.