Roi Frisco McImaga

The Special One |
Mechanical Engineer |
web3 |
CAD |
Bass Guitar |
Keyboard |
drums

[Roi Frisco McImaga @mcimaga]

We’ve been building. Now it’s time to show it.

TECHRISE 3.0 DEMO DAY is here 🔥
Sat 15th August, 2026

Hosted by @LearnFactoryNG + @KohiDojo

Expect: Live project demos, networking, and the next wave of African tech talent.

See you on the Road To Demo Day 👇
#TechRise3 #DemoDay

[Roi Frisco McImaga @mcimaga]

New experiment: Does transforming the TARGET variable improve house price prediction?

Tested 6 versions on California Housing:
Original vs Log vs Sqrt vs Box-Cox vs Yeo-Johnson vs Quantile

Code: [https://t.co/to55iYQ4Jm]
#DataScience #ML

[Roi Frisco McImaga @mcimaga]

New project drop 📌

Built ML models to predict stroke risk from clinical data.

Compared: Logistic Regression, NB, KNN, SVM
https://t.co/gX9b99BRYT

#100DaysOfCode #DataScience #MachineLearning

[Roi Frisco McImaga @mcimaga]

New Project: KNN Classification ✅

Baseline k=3: 96.6%
After tuning k with CV: k=1, 100% accuracy 🚀

Lessons learned:
1. Scale your data
2. Tune your hyperparameters
3. Evaluate properly

Code: [https://t.co/df4xQgXvAc]

#Python #MachineLearning #DataScience

[Roi Frisco McImaga @mcimaga]

https://t.co/e7Am38D2GZ

[Roi Frisco McImaga @mcimaga]

Built a Python fruit guessing game today 🎮

Computer picks: grape, mango, apple, tangerine, pineapple
You guess → Wrong? Try again → Right? You win

Not Kaggle. Not a model yet. Just me learning loops + random.choice()

Small reps > no reps. Code on GitHub 👇

#Python #Build

[Roi Frisco McImaga @mcimaga]

https://t.co/e7Am38D2GZ

[Roi Frisco McImaga @mcimaga]

Built a Python fruit guessing game today 🎮

Computer picks: grape, mango, apple, tangerine, pineapple
You guess → Wrong? Try again → Right? You win

Not Kaggle. Not a model yet. Just me learning loops + random.choice()

Small reps > no reps. Code on GitHub 👇

#Python #Build

[Roi Frisco McImaga @mcimaga]

Built a Python fruit guessing game today 🎮

Computer picks: grape, mango, apple, tangerine, pineapple
You guess → Wrong? Try again → Right? You win

Not Kaggle. Not a model yet. Just me learning loops + random.choice()

Small reps > no reps. Code on GitHub 👇

#Python #Build

[Roi Frisco McImaga @mcimaga]

If you’re an ME student who wants to break into AI/ML but doesn’t know where to start: follow along. I’ll share the setup, the mistakes, and the resources that actually work.

#MechanicalEngineering #MachineLearning #PredictiveMaintenance #Python #Industry #AIforEngineers

[Roi Frisco McImaga @mcimaga]

I’m a Mechanical Engineering grad diving into AI/ML, and I’m documenting the whole journey publicly.

Not because I have it figured out. Because I didn’t, and I know how overwhelming the jump from ME to AI feels.

[Roi Frisco McImaga @mcimaga]

If you’re an investor building in Industry 4.0, IoT, or smart manufacturing: let’s talk. I’m learning fast and building for real problems, not Kaggle competitions.

[Roi Frisco McImaga @mcimaga]

I’m a Mechanical Engineering grad diving into AI/ML, and I’m documenting the whole journey publicly.

Not because I have it figured out. Because I didn’t, and I know how overwhelming the jump from ME to AI feels.

[Roi Frisco McImaga @mcimaga]

My goal for the next 90 days:
Ship 3 end-to-end ML projects that solve actual mechanical problems. Document the wins, the bugs, and the exact commands I used. Everything open-source.

[Roi Frisco McImaga @mcimaga]

I’m a Mechanical Engineering grad diving into AI/ML, and I’m documenting the whole journey publicly.

Not because I have it figured out. Because I didn’t, and I know how overwhelming the jump from ME to AI feels.

[Roi Frisco McImaga @mcimaga]

I’m a Mechanical Engineering grad diving into AI/ML, and I’m documenting the whole journey publicly.

Not because I have it figured out. Because I didn’t, and I know how overwhelming the jump from ME to AI feels.

[Roi Frisco McImaga @mcimaga]

Why this matters:
1. For industry: If a simple ML model can give 2 weeks warning before a bearing fails, that’s money saved.
2. For ME students: You don’t need a CS degree to start. You need Python + the right data + the discipline to ship 1 project. I’m proving it step by step.

[Roi Frisco McImaga @mcimaga]

I’m a Mechanical Engineering grad diving into AI/ML, and I’m documenting the whole journey publicly.

Not because I have it figured out. Because I didn’t, and I know how overwhelming the jump from ME to AI feels.

[Roi Frisco McImaga @mcimaga]

What I’m doing right now:
Building a real predictive maintenance project. Using real bearing vibration data to train a model that can tell “normal vs failing” equipment. No toy datasets. Code in Python, results on GitHub.

[Roi Frisco McImaga @mcimaga]

It's a new beginning!
Happy Birthday to me 🎂

[Roi Frisco McImaga @mcimaga]

@Oxdave OUTLIER

[Roi Frisco McImaga @mcimaga]

@BlaqRainWOTS @boniface_jrn 🙆🏾‍♂️

[Roi Frisco McImaga @mcimaga]

@CallMeKayodeOla @grok Rigt

[Roi Frisco McImaga @mcimaga]

@TESLASOLX D8kJ5e9miMju6A9mxgg3DFY3Vn4fC44bgmNMbvUyUUTi