Data Science & ML Agent Skills

SHAP Model Explainability

Explains machine learning model predictions and feature importance using Shapley values to provide transparency and interpretability.

Databricks Reference Architecture

Implements production-ready Databricks Lakehouse architectures using Unity Catalog and the medallion data pattern.

Financial Health Analyzer

Performs automated financial ratio analysis, DCF valuations, and budget variance modeling to assess business performance.

Whisper Audio Transcription

Transcribes audio files locally using whisper.cpp with CUDA acceleration for high-performance speech-to-text conversion.

Data Visualization Creator

Transforms raw datasets into professional-grade charts, graphs, and visual plots using intelligent data analysis.

LangChain Upgrade & Migration

Streamlines LangChain SDK version upgrades and migrates legacy code patterns to modern LangChain Expression Language (LCEL) and updated APIs.

Gemini Audio Integration

Implements comprehensive audio processing and text-to-speech generation using the Google Gemini API.

Model Fine-Tuning & Training

Fine-tunes large language models using PyTorch, HuggingFace, and Unsloth to adapt AI behaviors to specific datasets and tasks.

Scikit-learn Machine Learning

Streamlines the development, training, and evaluation of classical machine learning models using the scikit-learn library in Python.

Literature Review & Research Synthesis

Conducts systematic, publication-quality literature reviews with verified citations and AI-generated scientific schematics.

Transformer Architecture & Implementation

Provides technical blueprints and implementation patterns for the Transformer architecture to guide LLM development and fine-tuning.

Optimized ML Inference

Accelerates machine learning inference using Unsloth and vLLM backends for 2x faster token generation.

LLM Evaluation with Evidently.ai

Evaluates LLM output quality and optimizes prompt templates using Evidently.ai metrics and LLM-as-a-Judge patterns.

Senior Computer Vision Engineering

Architects and deploys production-grade computer vision systems for object detection, image segmentation, and advanced visual AI applications.

Quarto Survey Analysis Setup

Initializes a professional Quarto environment for survey data analysis using Python, uv, and Typst PDF pipelines.

Survey Report Builder

Automates the generation of professional Quarto PDF reports and PowerPoint presentations from CSV survey data.

Thematic Analysis

Performs systematic qualitative thematic analysis on document collections to extract deep structural insights and categorized themes.

Financial Researcher

Conducts autonomous, institutional-grade financial analysis using multi-guru perspectives and advanced composite scoring.

SEC EdgarTools Analysis

Queries and analyzes SEC filings, XBRL financials, and company data for streamlined financial research and auditing.

Model Quantization

Optimizes large language models for efficient inference and training by reducing memory footprint using advanced precision-shifting techniques like 4-bit and 8-bit quantization.

Academic Research Data Analyst

Streamlines academic research data analysis by enforcing reproducible dbt pipelines and interactive Streamlit dashboards.

Academic Data Analyst

Facilitates reproducible academic research and data pipelines using dbt and Streamlit while enforcing rigorous data integrity standards.

Ground Truth Labeling

Establishes rigorous and defensible ground truth labels for evaluation datasets based on authoritative guidelines.

SSW Solar Machine Learning

Develops and deploys deep learning models for solar physics using preprocessed Sun and Space Weather data.

Solar Data Visualization (SSW-Viz)

Visualizes solar observation data, EUV imagery, and machine learning model outputs using SunPy and Matplotlib.

BUGS/JAGS Bayesian Modeling

Simplifies the creation and review of Bayesian models using BUGS and JAGS declarative syntax and precision parameterization.

Pegasus Workflow Scaffolder

Automates the creation of production-grade Pegasus scientific workflows from high-level pipeline descriptions.

Excel Interactive Agent

Enables Claude to interactively explore, analyze, and modify open Microsoft Excel workbooks using natural language commands.

Academic Review Training Extractor

Extracts structured training pairs from academic peer reviews and source documents to build high-quality datasets for LLM fine-tuning.

Formant Persona Chat

Facilitates interactive conversations with specialized Formant personas through automated thread management and multi-turn message handling.