Data Science & ML Claude 技能

Chicago Data Portal Explorer

Facilitates seamless querying and downloading of City of Chicago municipal datasets using the Socrata Open Data API and SoQL.

Slipstream LLM Finetuning

Optimizes large language models to communicate natively through the Slipstream inter-agent protocol using efficient finetuning workflows.

US Census Data Query

Streamlines the retrieval of demographic, economic, and housing data from the US Census Bureau API.

AILANG Development Kit

Streamlines AILANG programming for AI agents by providing real-time syntax rules, capability-based execution, and a searchable library of 90+ code examples.

Hugging Face Dataset Creator

Streamlines the creation, configuration, and management of diverse datasets on the Hugging Face Hub directly from your development environment.

OpenAlgo Market Data

Retrieves real-time quotes, historical OHLCV data, and comprehensive option chains from 25+ Indian brokers using the OpenAlgo Python SDK.

ML Feature Stores

Architects and implements robust ML feature stores using Feast, Great Expectations, and DVC for production-grade machine learning pipelines.

AI & LLM Integration

Builds production-ready AI applications including RAG systems, vector search, and multi-provider LLM orchestrations.

RDKit Cheminformatics

Enables advanced molecular analysis, chemical property calculation, and 3D coordinate generation using the RDKit toolkit.

Multi-Agent Systems Builder

Orchestrates complex multi-agent workflows and distributed AI architectures for specialized task execution.

ArXiv Paper Reader

Downloads, parses, and summarizes ArXiv research papers by analyzing their raw LaTeX source code for deep technical insights.

LLM Integration & Chat Completions

Implements advanced large language model chat completions and conversational context management using the z-ai-web-dev-sdk.

Functional Introspection Principle

Applies structured self-analysis and governance protocols to evaluate and validate AI decision-making processes.

Value Pluralism Resolver

Resolves conflicts between competing ethical and technical values through a structured pluralistic analysis framework.

Advanced Excel & Financial Modeling

Automates professional spreadsheet creation, data analysis, and financial modeling with rigorous formula integrity and industry-standard formatting.

ML Model Deployment

Deploy machine learning models into production environments using robust APIs, containerization, and MLOps workflows.

Clustering & Pattern Discovery

Discover hidden structures and anomalies in unlabeled data using advanced unsupervised learning algorithms and dimensionality reduction.

Molecular Dynamics Simulation Runner

Executes production-grade molecular dynamics simulations using MDClaw and OpenMM with automated equilibration and HPC support.

MD Prepare: Molecular Dynamics Setup

Streamlines the end-to-end preparation of molecular dynamics simulations using MDClaw CLI tools.

Perplexity Deep Research Automation

Automates deep academic research using the Perplexity Deep Research API to generate cited, evidence-based reports.

MD Trajectory Analysis

Analyzes and interprets molecular dynamics simulation trajectories using MDClaw CLI tools to evaluate structural stability and molecular interactions.

Open Targets Drug Discovery

Accesses the Open Targets Platform to identify therapeutic targets, analyze disease associations, and evaluate drug tractability.

LabArchives Integration

Integrates with LabArchives Electronic Lab Notebook (ELN) via REST API to automate research documentation, data uploads, and notebook management.

Excel Spreadsheet Analysis & Modeling

Automates the creation, editing, and analysis of professional-grade Excel spreadsheets with dynamic formulas and industry-standard financial formatting.

Cirq Quantum Computing

Builds, simulates, and executes quantum circuits on simulators and hardware providers using Google's open-source Cirq framework.

OMERO Microscopy Integration

Manages and analyzes microscopy image data within the OMERO platform using the Python API for scientific workflows.

Ericsson RAN Feature Processor

Optimizes Ericsson RAN features through Managed Object intelligence and advanced parameter correlation analysis.

Molfeat Molecular Featurization

Converts chemical structures into numerical representations for machine learning using over 100 specialized featurizers and pretrained models.

DeepChem Molecular ML

Simplifies molecular machine learning workflows for drug discovery, property prediction, and materials science using DeepChem's specialized toolsets.

PennyLane Quantum Computing

Develops and optimizes quantum machine learning models and circuits across multiple hardware platforms using automatic differentiation.