Data Science & ML Agent Skills

ESM Protein Modeling

Enables advanced protein sequence generation, structure prediction, and representation learning using Evolutionary Scale Modeling.

Excel & Spreadsheet Mastery

Automates advanced spreadsheet creation, data analysis, and professional financial modeling with rigorous formula validation.

USPTO Database & IP Analysis

Interfaces with United States Patent and Trademark Office (USPTO) APIs to perform advanced patent searches, trademark tracking, and intellectual property analysis.

Agilab Streamlit Pages

Enforces robust Streamlit authoring patterns for session state management, widget key hygiene, and high-performance UI development within the AGILAB framework.

LLM Evaluation & Metrics

Implements rigorous evaluation frameworks for Large Language Model applications using automated metrics, LLM-as-judge patterns, and human feedback loops.

NLP Text Analyzer

Analyzes textual data using natural language processing to extract sentiment, keywords, and core topics.

Machine Learning Model Evaluation Suite

Analyzes and benchmarks machine learning models using a comprehensive suite of performance metrics and validation tools.

Ensembl Genome Database

Queries the Ensembl REST API to retrieve gene data, sequences, and variant analysis for over 250 species.

ChEMBL Database Explorer

Queries the ChEMBL database to retrieve bioactive molecule data, drug targets, and bioactivity measurements for medicinal chemistry research.

NeuroKit2 Biosignal Analysis

Processes and analyzes complex physiological signals including ECG, EEG, EDA, and more using the NeuroKit2 Python library.

PathML Pathology Analysis

Analyzes whole-slide images and multiparametric data using specialized computational pathology workflows and machine learning models.

RAG Implementation Expert

Builds sophisticated Retrieval-Augmented Generation (RAG) systems to ground LLM responses with external knowledge and proprietary data.

Advanced Excel & Spreadsheet Automation

Automates professional spreadsheet creation, data analysis, and financial modeling with rigorous formula validation.

Machine Learning Model Evaluation Suite

Assesses machine learning model performance using comprehensive metrics to facilitate validation, testing, and optimization workflows.

Data Visualization Creator

Generates professional plots, charts, and graphs from raw data with intelligent, automatic visualization type selection.

AI Recommendation Engine Builder

Builds sophisticated recommendation systems using collaborative filtering, content-based algorithms, and hybrid machine learning models.

Vaex Big Data Analysis

Processes and analyzes massive tabular datasets exceeding RAM limits using high-performance out-of-core DataFrames.

CZ CELLxGENE Census Data Analysis

Enables programmatic access and analysis of the CZ CELLxGENE Census, a collection of over 61 million standardized single-cell genomics records.

Statsmodels Statistical Analysis

Performs rigorous statistical modeling and econometric analysis using Python's statsmodels library for deep data insights.

Codex CLI Integration

Integrates Codex CLI command patterns into Claude Code to enable advanced multi-agent planning and high-reasoning execution.

NetworkX Graph Analysis

Analyzes, visualizes, and manipulates complex network structures and graph data using the NetworkX Python library.

Excel LBO Modeler

Builds professional-grade Leveraged Buyout (LBO) models in Excel for private equity analysis and transaction screening.

Model Explainability Tool

Provides deep interpretability and explainability for machine learning models using advanced techniques like SHAP and LIME.

PyLabRobot Lab Automation

Automates laboratory workflows and controls liquid handling robots and analytical equipment through a hardware-agnostic Python interface.

Excel Variance Analyzer

Automates budget vs. actual financial variance analysis with professional reporting, materiality flagging, and executive summaries.

OpenAlex Academic Research Database

Queries and analyzes over 240 million scholarly works, authors, and institutions via the OpenAlex API for comprehensive bibliometric research.

Model Versioning Tracker

Tracks and manages AI/ML model versions, performance metrics, and lineage for streamlined model registry management.

Scientific Critical Thinking

Evaluates research rigor and methodology through systematic assessment of statistical validity, biases, and evidence quality.

Machine Learning Feature Engineering

Optimizes machine learning model performance by automating feature creation, selection, and complex data transformations.

ClinVar Database Assistant

Queries and interprets NCBI ClinVar data to provide standardized genetic variant classifications and clinical significance evidence.