Data Science & ML Habilidades de Claude

LLM Performance Evaluation

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

LaminDB Biological Data Framework

Manages biological datasets with automated lineage tracking, ontology-based validation, and FAIR data principles through a unified Python API.

TextCleaner Pipeline Manager

Manages and automates complex text transformation pipelines via the TextCleaner REPL interface.

PyOpenMS Mass Spectrometry Analysis

Analyzes mass spectrometry data for proteomics and metabolomics using the OpenMS Python interface.

Superpowers Lab

Provides a specialized laboratory environment for experimenting with and implementing advanced Claude capabilities.

FluidSim CFD Simulations

Simulates complex fluid dynamics using Python-based high-performance solvers for Navier-Stokes, shallow water, and stratified flows.

Hybrid Search Implementation

Implements robust hybrid search systems by combining vector similarity and keyword-based retrieval for enhanced RAG performance.

UniProt Protein Database

Accesses the UniProt REST API to retrieve protein sequences, functional annotations, and map identifiers across biological databases.

Similarity Search Patterns

Implements high-performance similarity search and vector database patterns for AI-driven applications.

Transformers for AI & ML

Integrates Hugging Face Transformers for advanced natural language processing, computer vision, and audio tasks.

Quantitative Risk Metrics Calculation

Calculates comprehensive portfolio risk metrics and performance indicators for quantitative trading strategies.

deepTools NGS Analysis

Facilitates high-throughput sequencing data analysis, visualization, and quality control for genomics workflows.

LangChain & LangGraph Architecture

Designs and implements sophisticated LLM applications using LangChain 1.x and LangGraph for advanced agent orchestration and state management.

Statsmodels Statistical Analysis

Performs rigorous statistical modeling, econometric analysis, and hypothesis testing using the Python statsmodels library.

Quantitative Backtesting Frameworks

Builds robust, production-grade backtesting systems to validate trading strategies while eliminating common statistical biases.

MLOps Pipeline & Workflow Orchestration

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

LLM Evaluation Framework

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

Scientific Literature Review

Automates the end-to-end process of conducting systematic literature reviews and generating academic-grade reports with verified citations.

RAG Implementation Suite

Builds robust Retrieval-Augmented Generation systems using vector databases, semantic search, and advanced retrieval patterns for LLM applications.

Open Targets Database Integration

Queries the Open Targets Platform to identify and prioritize therapeutic drug targets using genetic and clinical data.

LatchBio Bioinformatics Integration

Builds and deploys serverless bioinformatics workflows using the Latch SDK and cloud-native infrastructure.

Scientific Resource Detector

Detects hardware capabilities and provides optimized computational strategies for resource-intensive scientific tasks.

Vector Index Tuning Specialist

Optimizes vector database performance by tuning HNSW parameters, quantization strategies, and memory usage for efficient AI applications.

Scientific Critical Thinking

Evaluates research rigor and methodology to assess the validity of scientific claims and experimental designs.

Advanced Prompt Engineering Patterns

Master advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability in production environments.

Clinical Decision Support Writer

Generates professional, evidence-based clinical decision support documents and pharmaceutical cohort analyses in publication-ready LaTeX format.

Embedding Strategies for RAG

Optimizes embedding model selection and chunking strategies to improve semantic search and RAG application performance.

Reactome Biological Pathways

Queries the Reactome database to perform biological pathway analysis, gene enrichment, and molecular interaction mapping for systems biology research.

Scientific Critical Thinking

Evaluates the rigor of scientific research by assessing methodology, statistical validity, and potential biases using established frameworks like GRADE and Cochrane.

ESM Protein Design & Modeling

Designs, analyzes, and generates protein sequences and structures using Evolutionary Scale Modeling (ESM3 and ESM C).