Data Science & ML Habilidades de Claude

Solar Data Downloader

Downloads solar observation data from SDO, STEREO, and Solar Orbiter missions for scientific analysis and machine learning.

Real-World Evidence Analysis in R

Generates real-world evidence from observational data using advanced R-based causal inference and target trial emulation techniques.

Computational Mechanics

Identifies the minimal computational structure and causal states needed to predict complex system behavior from observed data streams.

Ground Truth Labeling

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

Academic Research Data Analyst

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

Stock Analyzer

Performs professional financial stock analysis using technical indicators, automated chart generation, and news sentiment tracking.

Academic Data Analyst

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

Stable Baselines3 Reinforcement Learning

Implements and optimizes reinforcement learning workflows using the Stable Baselines3 PyTorch library.

Trading Risk Sizing Optimizer

Refactors trading system logic to transform rigid trade rejections into intelligent, constraint-based position sizing.

RAG Engineer

Optimizes Retrieval-Augmented Generation architectures through advanced semantic chunking, hybrid search strategies, and vector embedding pipelines.

Confidence Intervals Thinking Pattern

Quantifies uncertainty in estimates by generating plausible ranges to enable more reliable data-driven decision making.

arXiv Research Search

Searches the arXiv preprint repository for the latest scholarly articles in computer science, physics, mathematics, and quantitative biology.

Megatrends Analysis

Identifies long-term societal and structural shifts through bottom-up pattern detection and massive data aggregation.

ML Batch Processing Pattern

Implements a decoupled architecture for pre-computing machine learning predictions at scheduled intervals to optimize costs and serving latency.

Veo 3.1 Consistent Video Generation

Generates high-quality videos with consistent subject appearance using Google’s Veo 3.1 model and reference images.

Excel Data Analysis

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

Aristotle Math Prover

Formally verifies mathematical statements and generates Lean 4 proofs using Harmonic's Aristotle engine.

Training Set Builder

Extracts structured training examples from document sets to create high-quality datasets for teaching LLMs specific tasks or styles.

Gödel Machine Self-Optimizer

Implements self-improving code architectures that use formal proofs and evolutionary search to safely enhance system utility.

Data Filtering & Expressions

Applies precise data filtering and conditional logic across Honeydew perspectives, metrics, and attributes using standardized SQL syntax.

Marimo Reactive Notebooks

Builds and manages reactive Python notebooks and data applications using the marimo framework.

Honeydew Data Query & Analysis

Queries, analyzes, and explores complex data through the Honeydew semantic layer using natural language or structured fields.

Survey Report Builder

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

Marketing Research & Insights

Provides expert guidance on marketing research methodology, survey design, and statistical data analysis frameworks.

Quarto Survey Analysis Setup

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

Thematic Analysis

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

Geohash Coloring Skill

Implements hierarchical spatial indexing with deterministic GF(3) color derivation for geospatial analysis and visualization.

Financial Researcher

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

Pareidolia Pattern Analysis

Prevents false positive pattern recognition in data and visual analysis by distinguishing genuine signals from cognitive illusions.

Brier Score Forecasting Accuracy

Quantifies the accuracy of probabilistic predictions to improve decision-making and calibration through systematic feedback.