Data Science & ML Agent Skills

PyTDC Drug Discovery AI

Simplifies access to AI-ready datasets and benchmarks for drug discovery and therapeutic machine learning tasks.

COSMIC Cancer Genomics Database

Provides programmatic access to the world's largest database of somatic mutations for cancer research and precision oncology.

MATLAB & Octave Scientific Computing

Enables high-performance numerical computing, matrix manipulations, and scientific data visualization using MATLAB and GNU Octave syntax.

Clarity Gate

Enforces epistemic quality in documentation to prevent LLM hallucinations in RAG systems.

Clarity Gate

Enforces epistemic quality and uncertainty markers in documents to prevent hallucinations in RAG systems and LLM workflows.

Clarity Gate

Verifies and enforces epistemic quality in documents to prevent LLM hallucinations within RAG systems and knowledge bases.

Disba Surface Wave Dispersion

Computes surface wave dispersion curves and sensitivity kernels for layered Earth models with high-performance Numba acceleration.

Everyrow AI Data Processor

Transforms pandas dataframes using AI-powered qualitative ranking, semantic deduplication, and research-based filtering.

PyMC Bayesian Modeling

Build, fit, and diagnose sophisticated Bayesian statistical models using PyMC v5+ and ArviZ.

Well Log Evaluation Workflow

Automates the end-to-end formation evaluation pipeline from raw LAS/DLIS data to petrophysical analysis and 3D visualization.

LiteLLM Integration

Simplifies LLM API integration by providing a unified Python interface for over 100 providers using a consistent OpenAI-compatible format.

SAP Data Intelligence Cloud Development

Builds and optimizes data processing pipelines, integrations, and machine learning scenarios within the SAP Data Intelligence Cloud environment.

SAP Cloud SDK for AI

Integrates SAP AI Core and Generative AI Hub capabilities into JavaScript and Java applications with enterprise-grade orchestration and security features.

SAP HANA Machine Learning (hana-ml)

Develops and deploys in-database machine learning models using the SAP HANA Python Client for PAL, APL, and AutoML workflows.

Recommendation System Engineering

Deploys production-ready recommendation architectures featuring multi-tier caching, feature stores, and automated A/B testing frameworks.

Scientific Validation

Implements a rigorous scientific methodology to empirically validate hypotheses, claims, and theories through statistical testing and bias prevention.

Quality Scoring & Data Evaluation

Evaluates training data quality using multi-dimensional metrics to ensure high-performance LLM fine-tuning and alignment.

SAP AI Core

Deploys and manages enterprise AI/ML workloads, Generative AI Hub models, and orchestration pipelines on SAP BTP.

GWOSC Gravitational Wave Data Tool

Searches and downloads gravitational wave event data and strain files from the Gravitational Wave Open Science Center.

HEPData Physics Explorer

Searches and retrieves experimental high-energy physics data tables and cross-section measurements from the HEPData repository.

Zenodo Research Data Access

Searches, retrieves, and downloads scientific datasets, software, and research artifacts from the Zenodo open repository.

ML Pipeline Automation

Orchestrates end-to-end machine learning workflows using industry-standard tools like Airflow, Kubeflow, and MLflow.

Llamafile Local LLM

Simplifies the installation, configuration, and management of Mozilla Llamafile for running local, OpenAI-compatible LLMs.

LLM Experiment Visualization & Analysis

Generates interactive visualizations and comprehensive evaluation reports from LLM social research experiments.

Dismech Ontology Manager

Manages and validates ontology term references for the Dismech knowledge base using the Ontology Access Kit.

DSPy Haystack Integration

Optimizes Haystack RAG pipelines by leveraging DSPy's data-driven prompt tuning and programmatic optimization capabilities.

Hyperspell Setup

Integrates Hyperspell’s long-term memory and RAG capabilities into your project with automated configuration and SDK setup.

LLM Integrator

Integrates large language models with the emotive-mascot engine to create sentiment-driven, emotionally responsive conversational interfaces.

Prompt Engineering Expert

Optimizes AI prompts using research-backed frameworks and production-ready templates to ensure high-quality, cost-effective model outputs.

Everyrow AI Data Processing

Integrates AI-powered qualitative analysis into Python pandas workflows for intelligent data sorting, deduplication, and merging.