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scheffan/README.md

Typing SVG

Esteban Mendez

QA Automation · Data Analyst · AI Validation · Python Developer


⚡ What I Do

  • 🔍 QA Automation & AI Validation
    Testing GPT-based agents (text, images & reasoning), story-based test design, acceptance criteria, and E2E validation across backend, frontend, and databases.

  • 📊 Data Analysis & KPIs
    Exploratory data analysis, SQL/ETL pipelines, KPI definition (p95 latency, uptime, detections), and operational insights.

  • 📈 Observability & Dashboards
    Grafana dashboards based on PostgreSQL & CloudWatch metrics. Log standardization and monitoring logic for AI services.

  • 🤖 ML Projects (CV & NLP)
    CNN & YOLO models, NLP sentiment analysis, dataset pipelines, and evaluation metrics (accuracy, recall, mAP).

  • 🧪 Testing Frameworks
    Test scripting with Python & PyTest, documentation maintenance, Jira workflows, QA automation logic.

  • 🧑‍💻 Web Engineering
    Websites with HTML, CSS, JS, WordPress. UX/UI improvements and client technical support.


🎯 Objective

Grow as a Data & QA Automation Engineer, specializing in AI systems, observability, reproducible testing pipelines, and automated validation.


🧠 Skills Matrix

Languages

Python JavaScript Bash SQL


Frameworks & Libraries

PyTest TensorFlow PyTorch sklearn Pandas NumPy


Observability

Grafana CloudWatch


Databases

PostgreSQL SQLite


Dev Tools

Git Docker Linux


🚀 Projects

🔹 ScreenToText – Screen OCR to Clipboard

  • Select any screen region and extract text using EasyOCR.
  • Copies the recognized text directly to the clipboard.
  • Useful for QA, documentation, and quick data capture.
  • Repo: ScreenToText

🔹 Reddit Sentiment Extraction (NLP)

  • Sentiment analysis and classification using NLP models
  • Automated conversation analysis in Python

🔹 Image Classification & Object Detection (CV)

  • CNN & YOLO training using PyTorch & TensorFlow
  • Dataset pipelines, augmentations & metrics (accuracy, recall, mAP)

🔹 Cybersecurity RAM Recovery Test

  • RAM forensics using Volatility 3
  • Malware, process and network anomaly detection

📊 GitHub Stats


🐍 Contribution Snake


🔗 Contact


🚀 Always learning. Always building.

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