Data Science & ML Agent Skills

Deep Learning Optimizer

Optimizes deep learning models by refining architectures and training parameters to enhance accuracy and reduce resource consumption.

FlowIO FCS Handler

Parses and manages Flow Cytometry Standard (FCS) files to extract event data, metadata, and convert datasets for scientific analysis.

AnnData Single-Cell Data Management

Manages annotated data matrices and biological datasets using the AnnData framework in Python.

UMAP-Learn Dimensionality Reduction

Performs fast, nonlinear dimensionality reduction to visualize high-dimensional data and optimize machine learning clustering workflows.

AutoML Pipeline Builder

Automates the end-to-end creation, training, and evaluation of machine learning models using sophisticated AutoML techniques.

OpenAlex Academic Research Database

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

COBRApy Metabolic Modeling

Performs constraint-based metabolic modeling and systems biology simulations using the COBRApy framework.

Experiment Design Methodology

Standardizes the creation, execution, and analysis of A/B tests and product experiments to ensure statistical significance and actionable insights.

Astropy for Claude

Simplifies astronomical data analysis and astrophysical calculations using the comprehensive Astropy Python library.

Multi-Agent System Architecture

Designs and implements sophisticated multi-agent workflows using modular orchestration patterns, hierarchical delegation, and deterministic tool coordination.

BioGeoBEARS Biogeographic Analysis

Automates the setup, validation, and execution of phylogenetic ancestral range reconstruction using BioGeoBEARS in R.

NeuroKit2 Biosignal Analysis

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

Dask Parallel Computing

Scales Python data processing and scientific computing across multiple cores or clusters for datasets that exceed available memory.

Scholar Evaluation

Systematically evaluates research papers and scholarly work using the ScholarEval framework for rigorous academic assessment.

Ensembl Genome Database

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

LangChain Architecture

Architects sophisticated LLM applications using LangChain patterns for agents, memory management, and retrieval-augmented generation.

ElevenLabs Text-to-Speech

Converts text into high-quality audio files using the ElevenLabs API with customizable voice parameters and presets.

LLM Performance Evaluation

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

NLP Text Analyzer

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

AGILab Runbook

Standardizes repository workflows for AGILab development, environment management, and AI engineering application deployment.

Excel DCF Valuation Modeler

Builds professional investment banking-standard discounted cash flow (DCF) models in Excel with automated financial projections and sensitivity analysis.

Denario Scientific Research Assistant

Automates the complete scientific research lifecycle from initial data analysis to publication-ready LaTeX manuscripts.

Data Commons Client

Provides programmatic access to global statistical datasets including demographic, economic, and environmental indicators via the Data Commons API.

ADK Agent Engineer

Engineers production-ready Agent Development Kit (ADK) applications with automated testing, multi-agent orchestration, and GCP deployment.

NCBI GEO Data Integration

Accesses and processes gene expression and functional genomics data from the NCBI Gene Expression Omnibus repository.

Llamafile Local LLM Manager

Configures and manages Mozilla Llamafile to run high-performance GGUF models locally with an OpenAI-compatible API.

BioServices Bioinformatics Toolbox

Provides programmatic access to over 40 bioinformatics web services and databases for integrated biological data analysis and workflow automation.

Gemini Embeddings Integration

Generates high-performance text embeddings via the Google Gemini API for semantic search, RAG, and data classification tasks.

LiteLLM Integration

Simplifies Python-based LLM interactions by providing a unified interface for over 100 cloud and local providers using the OpenAI format.

Prompt Engineering Patterns

Optimizes LLM performance and reliability through advanced prompting techniques like few-shot learning and chain-of-thought reasoning.