Data Science & ML Habilidades de Claude

Prompt Engineering Lab

Creates, optimizes, and debugs high-performing, production-ready prompts for Claude 4, GLM 4.7, and Gemini 3 using evidence-based techniques.

Biological Sequence I/O

Reads, writes, and manipulates biological sequence data formats like FASTA, FASTQ, and GenBank.

NCBI BLAST Search

Performs NCBI BLAST sequence similarity searches using BioPython to identify homologous DNA or protein sequences.

Local BLAT DNA Alignment

Performs high-speed local DNA sequence alignment against hg38 and CHM13 genomic references without external API dependencies.

BAM Alignment Toolkit

Analyzes genomic alignment files to extract reads, identify insertions and deletions, and calculate coverage statistics for WGS and WES data.

VCF Variant Analysis Toolkit

Analyzes, filters, and exports genomic variant data from VCF and BCF files for bioinformatics and sequencing workflows.

COSMIC Cancer Gene Toolkit

Queries and annotates genomic data using the COSMIC Cancer Gene Census to identify known cancer genes and their clinical properties.

IGV Integration

Automates IGV snapshot generation for visualizing genomic alignments and variant calls in BAM files.

Gemini Image Generator

Generates high-quality images from text prompts using Google Gemini 3 Pro via the fal.ai API.

Google Gemini Embeddings

Builds production-ready RAG systems and semantic search using optimized Gemini embedding-001 models and vector storage patterns.

DSPy.rb Expert

Builds type-safe, composable LLM applications in Ruby using the DSPy framework to program AI behavior instead of manual prompting.

Marimo Reactive Notebook Development

Builds reactive Python notebooks and interactive data applications using marimo's directed acyclic graph (DAG) execution model.

Advanced LLM Evaluation

Implements sophisticated LLM-as-judge methodologies to evaluate and compare AI model outputs with high reliability and bias mitigation.

Advanced LLM Evaluation

Implements production-grade LLM-as-a-judge patterns to evaluate model outputs with high reliability and bias mitigation.

Streamlit for Snowflake

Builds, configures, and deploys native Streamlit data applications directly within the Snowflake Data Cloud.

Memory Systems Design

Implements sophisticated, multi-layered memory architectures including knowledge graphs and temporal persistence for autonomous AI agents.

Memory System Design

Implements advanced memory architectures for AI agents to maintain session continuity and manage structured entity relationships.

Vibe Agent Toolkit (VAT)

Builds and packages portable AI agents that operate across multiple LLM frameworks and deployment targets without vendor lock-in.

Vector Search for Zettelkasten

Implements semantic search and AI-driven discovery for Obsidian vaults using vector embeddings and advanced chunking strategies.

OpenAI Agents SDK Integration

Builds robust AI applications using OpenAI's Agents SDK with multi-agent orchestration, voice capabilities, and advanced error prevention.

Gemini File Search & RAG Integration

Implements Google Gemini File Search to build managed RAG systems with automatic document chunking and semantic search.

ML PRD Generator

Generates structured, evidence-driven Product Requirements Documents (PRDs) specifically tailored for Machine Learning workflows and experiments.

PyMC Bayesian Modeling

Builds and validates sophisticated Bayesian probabilistic models using the PyMC library for advanced statistical inference.

Clinical Value Evaluator

Systematically assesses medical research proposals to quantify their impact on patient outcomes, clinical decision-making, and healthcare systems.

Adaptyv Protein Engineering

Automates protein testing and validation through a cloud laboratory platform for high-throughput protein design workflows.

Open WebUI Management

Manages Open WebUI instances via Podman to provide a browser-based chat interface for Ollama LLM models.

Ollama REST API Integrator

Facilitates direct REST API operations for Ollama using Python to manage models and execute generation tasks.

LocalAI Inference Manager

Manages LocalAI services via Podman to provide OpenAI-compatible local model inference with full GPU acceleration.

PyTDC Therapeutics Data Commons

Provides AI-ready datasets and benchmarks for drug discovery, including ADME, toxicity, and molecular generation tasks.

Biopython Molecular Biology

Streamlines computational molecular biology tasks including sequence analysis, biological file parsing, and genomic database integration.