Data Science & ML Agent Skills

RAG Implementation Guide

Builds high-performance Retrieval-Augmented Generation (RAG) systems using vector databases, semantic search, and advanced retrieval patterns.

HMDB Metabolomics Database

Provides comprehensive access to the Human Metabolome Database (HMDB) for metabolite identification, biomarker discovery, and clinical chemistry research.

Excel Data Analysis

Automates Excel spreadsheet analysis, data cleaning, and reporting using Python's most powerful data libraries.

Biopython Molecular Biology Tools

Facilitates computational molecular biology tasks including sequence analysis, NCBI database queries, and structural bioinformatics.

Hypogenic Scientific Research

Automates scientific hypothesis generation and testing by combining literature insights with empirical data patterns using large language models.

Excel Data Analysis & Reporting

Analyzes Excel spreadsheets, generates pivot tables, and creates data visualizations using Python-based data science libraries.

LoCoMo Memory Benchmark

Evaluates long-term conversational memory performance using the ACL 2024 LoCoMo benchmark suite.

Excel Data Analysis

Analyzes, manipulates, and visualizes Excel spreadsheets using Python-based automation to generate insights and formatted reports.

Hypogenic Scientific Hypothesis Framework

Automates the generation and systematic testing of scientific hypotheses using large language models and empirical datasets.

LLM Evaluation Suite

Implements comprehensive evaluation strategies for LLM applications using automated metrics, human feedback, and benchmarking.

Hypogenic Scientific Hypothesis Engine

Automates scientific hypothesis generation and testing by combining empirical data with literature insights for accelerated research discovery.

Hypogenic: Automated Hypothesis Generation

Automates scientific hypothesis generation and testing by combining observational data with literature insights using large language models.

Biopython Molecular Biology

Streamlines computational molecular biology tasks including sequence analysis, NCBI database queries, and structural bioinformatics.

Amazon Bedrock Prompt Manager

Manages, versions, and tests Amazon Bedrock prompt templates to streamline enterprise-grade prompt engineering workflows.

Scientific Hypothesis Generator

Generates evidence-based, testable scientific hypotheses and structured experimental designs from observations and literature data.

Matchms Mass Spectrometry

Processes, filters, and analyzes mass spectrometry data using the Matchms Python library for metabolomics and spectral research.

Data Commons Client

Accesses and analyzes global public statistical data from the Data Commons knowledge graph.

Dask Parallel Computing

Enables parallel and distributed computing in Python to scale pandas, NumPy, and custom workflows for massive datasets.

Scientific Critical Thinking

Evaluates research rigor by assessing methodology, statistical validity, and bias using established frameworks like GRADE and Cochrane.

Ensembl Genome Database Access

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

Gemini Video Intelligence

Analyzes and extracts deep insights from video files and YouTube URLs using the Google Gemini API.

LLM Evaluation Framework

Implements rigorous evaluation strategies for AI applications using automated metrics, human feedback, and LLM-as-judge patterns.

ML Pipeline Workflow

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

LLM Performance Evaluation

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

Video Processor & Transcriber

Automates video format conversion, audio extraction, and high-accuracy speech-to-text transcription using FFmpeg and Whisper.

RAG Systems Implementation

Architects and implements robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses.

Flow Nexus Neural

Deploys and trains neural networks in distributed E2B sandbox environments for advanced machine learning workflows.

ML Pipeline Workflow

Builds end-to-end MLOps pipelines covering data preparation, model training, validation, and production deployment.

RAG Implementation Guide

Build robust Retrieval-Augmented Generation (RAG) systems using vector databases and semantic search to ground AI responses in external data.

Biomni Biomedical Research Agent

Executes autonomous biomedical research tasks across genomics, drug discovery, and molecular biology using integrated databases and code execution.