Data Science & ML Agent Skills

Deep Learning Optimizer

Optimizes deep learning models by refining architectures, tuning hyperparameters, and improving training efficiency.

Anomaly Detection System

Identifies outliers and unusual patterns in datasets using advanced machine learning algorithms.

Transfer Learning Adapter

Automates the fine-tuning and adaptation of pre-trained machine learning models for new tasks and datasets.

Biomni Biomedical AI

Executes autonomous multi-step biomedical research tasks across genomics, drug discovery, and clinical analysis.

Excel LBO Modeler

Automates the creation of professional-grade Leveraged Buyout (LBO) models in Excel for private equity and investment analysis.

Neural Network Builder

Constructs and configures custom neural network architectures including CNNs, RNNs, and Transformers directly within the Claude Code environment.

PyTorch Geometric (PyG)

Develops and trains sophisticated Graph Neural Networks (GNNs) for irregular data structures using the PyTorch Geometric library.

Neural Network Builder

Constructs and configures custom neural network architectures including CNNs, RNNs, and Transformers directly within the Claude Code environment.

Citation Management

Manages academic citations and BibTeX entries by searching scholarly databases and validating metadata for research papers.

Reactome Pathway Analysis

Facilitates biological pathway analysis and gene-mapping by querying the Reactome open-source database and REST API.

RDKit Cheminformatics

Provides comprehensive cheminformatics capabilities for molecular analysis, structural manipulation, and computational chemistry workflows.

BUSCO Phylogenomics Workflow Generator

Generates comprehensive, scheduler-aware phylogenomics pipelines from genome assemblies using single-copy orthologs.

PyMC Bayesian Modeling

Builds, fits, and validates robust Bayesian statistical models using the PyMC probabilistic programming framework.

PyDESeq2 Gene Expression Analysis

Performs differential gene expression analysis for bulk RNA-seq data using the Python implementation of DESeq2.

Oneiros Agent Continuity

Provides a persistent cognitive architecture for AI agents to maintain long-term memory, context, and identity across multiple sessions.

Excel & Spreadsheet Pro

Automates the creation, editing, and analysis of professional spreadsheets with support for complex formulas and financial modeling standards.

Catenary Riser Analysis

Analyzes and designs offshore catenary and lazy wave riser configurations for static shape, tension, and OrcaFlex model generation.

Flox CUDA Development

Streamlines NVIDIA CUDA setup and GPU computing environments using Flox for deep learning and high-performance development.

Prompt Engineering Toolkit

Systematically designs and optimizes Claude prompts using a multi-level methodology for maximum effectiveness and cost efficiency.

FiftyOne Dataset Import

Automates the detection and ingestion of computer vision datasets into FiftyOne with support for multimodal data and complex label formats.

FiftyOne Model Evaluation

Evaluates computer vision model predictions against ground truth using industry-standard protocols like COCO and Open Images.

FiftyOne Dataset Inference

Runs machine learning model inference, including detection, classification, and segmentation, directly on FiftyOne datasets.

FiftyOne Dataset Export

Exports FiftyOne computer vision datasets to industry-standard formats like COCO, YOLO, and VOC for machine learning training.

Clustering Algorithm Runner

Executes unsupervised machine learning algorithms to identify patterns, group data points, and perform cluster analysis on complex datasets.

Experiment Design Methodology

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

Prompt Engineering Patterns

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

ML Pipeline Workflow

Orchestrates end-to-end MLOps pipelines from data preparation and model training through to production deployment.

LangChain Architecture & LLM Orchestration

Architects sophisticated LLM applications using the LangChain framework with advanced patterns for agents, memory, and tool integration.

BAML Code Generation

Generates production-ready BAML applications for structured data extraction, classification, and AI agent workflows using real-time patterns from official BoundaryML documentation.

BAML Code Generation

Generates production-ready BAML applications and structured output configurations from natural language requirements.