About

When you’re just too socially awkward for real life, a blog welcomes you with open arms.

Hey, I am Daniel Guitron (a.k.a. @dangu, @danguitron)

Data Scientist Machine Learning Advocate Business Strategist Lifelong Learner Fitness Enthusiast

Welcome to my corner of the internet—where spreadsheets meet sprint intervals, neural networks coexist with morning routines, and business strategy blends with barbells. I’m obsessed with one question: How do we optimize systems—whether in code, boardrooms, or our own lives—to unlock extraordinary outcomes?

What I Do

🔍 Data Science & Machine Learning I turn raw data into actionable intelligence. From building predictive models that forecast market trends to designing ML pipelines that automate decision-making, I thrive on solving problems where numbers meet nuance. Recent obsessions:

  • Deploying ethical AI to reduce bias in hiring algorithms.

  • Using NLP to decode customer sentiment from messy, real-world text.

💼 Business Strategy Data is useless without context. I partner with companies to translate insights into strategy—whether it’s optimizing supply chains with ML, pricing models that balance profit and fairness, or dashboards that turn executives into data evangelists.

How I Grow

🧠 Personal Growth as a Science

  • Learning in Public: Sharing my wins (and Python errors) through blog posts and open-source projects.

  • Kaizen Philosophy: Tiny, daily improvements—like a 1% better model accuracy or a 5-minute longer meditation streak.

  • Biohacking Meets Data: Tracking sleep, workouts, and focus with wearables (Oura Ring + Whoop) to optimize mental and physical performance.

💪 Fitness: My Algorithm for Resilience

  • Lifting Heavy Stuff: Squats > spreadsheets for stress relief. Chalistenics current goal: (muscle-up)

  • The Gym as a Lab: Applying periodization principles from weightlifting to project management (yes, deload weeks exist for code too).

  • Mind-Body Connection: If overfitting a model is bad, overtraining a muscle is worse. Balance is everything.

Why These Threads Connect

To me, data science, business, and fitness are all about patterns:

  • A well-tuned ML model mirrors a smart training plan—both require iteration, feedback loops, and avoiding overcomplication.

  • Scaling a business is like progressive overload: sustainable growth beats short-term spikes.

  • Personal growth? That’s the ultimate hyperparameter tuning.

Philosophy

✍ Dangu´s: “Perfection is a mirage; mastery is a journey. The mind, like a muscle, grows only when stretched beyond comfort. Every error in code, every misstep in the gym, every ‘wrong’ hypothesis is a synapse forging resilience. Stay hungry. Stay humble. The horizon of knowledge expands only when we dare to wander.”

Projects