"Overfitting Flow" (Machine Learning and Data Mining Rap) by (D.R. Diaz) Don Rivera Diaz

I’m Don Rivera Diaz — Technology Specialist, singer, songwriter, and author. I create music and content to inspire faith, reflection, and personal growth.

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Perfect for students, self-learners, or anyone curious about AI and data science.

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#MachineLearning #LearningCurve #Overfitting #DataScience #Edutainment #NavigatingMachineLearning


Lyrics: [Intro Hook] (0:00–0:20)*
Yeah, yeah, escucha esto, bro
Machine learning, let’s go, let’s go
Too perfect, too tight, mi model lost sight
Aprendo jugando, no solo leyendo all night


[Verse 1] (0:20–0:50)
Patterns en los datos, yo los quiero encontrar
Pero si solo copio, mi model va a fallar
Overfitting lo atrapa, no ve la realidad
Need generalization, clarity, precisión, de verdad

Matrices, features, pesos en cada capa
Si sigo los errores, mi model no atrapa
Training set perfecto, pero test set me golpea
Si no entiendo why, la predicción me traiciona, yea

---

[Pre-Hook / Bridge] (0:50–1:10)*
Check the data, clean it tight
Learn from errors, do it right
No cheating, tweak the flow
Machine learning, watch me grow

---

[Hook] (1:10–1:30)
Too perfect, too tight, mi model lost sight
Aprendo jugando, not just reading all night
Patterns, data, keep it right
Machine learning, bro, we gon’ get it right

---

[Verse 2] (1:30–2:00)
Probability, stats, small concepts big impact
If you ignore them, the model’s skills retract
Predicting clicks, ventas, or quien va a comprar
Si no veo la señal, my model gonna fail, carajo

Active learning, tweak it, test it otra vez
Every mistake teaches more, eso es la key, yes
Debug invisible problems, ojo en cada step
Si overfit, crash the model, learn from that rep

---

[Bridge] (2:00–2:20)*
Spanglish flow, Dominican vibe
Puerto Rican heart, learning on the ride
Patterns, numbers, all connect inside
Machine learning journey, enjoy the stride

Hook / Outro] (2:20–2:50)*
Too perfect, too tight, mi model lost sight
Aprendo jugando, not just reading all night
Patterns, data, keep it right
Machine learning, bro, we gon’ get it right

[Fade Out] (2:50–3:00)
Yeah, yeah, keep it clean, keep it real
Machine learning flow, now you know the deal