class Sam:
def __init__(self):
self.mission = "Becoming an ML Engineer at a top tech company"
self.currently = "Learning Machine Learning from the ground up"
self.building = "In public — every step documented"
self.location = "Algeria"
self.writing = "Medium → coming soon"
self.visuals = "Instagram → coming soon"
def say_hi(self):
print("I don't know everything yet. But I'm showing up every day. 💜")
me = Sam()
me.say_hi()Here's exactly where I am and where I'm going. Updated as I progress.
| Phase | Topics | Status |
|---|---|---|
| 📐 Phase 1 — Math & Foundations | Linear Algebra, Calculus, Statistics, Probability | 🔄 In Progress |
| 🐍 Phase 2 — Python for ML | NumPy, Pandas, Matplotlib, Scikit-learn | ⏳ Up Next |
| 🤖 Phase 3 — Core ML | Regression, Classification, Clustering, Trees | ⏳ Upcoming |
| 🔥 Phase 4 — Deep Learning | Neural Networks, CNNs, RNNs, PyTorch | ⏳ Upcoming |
| 🚀 Phase 5 — Projects & Specialization | Real datasets, NLP or CV, end-to-end pipelines | ⏳ Upcoming |
| 🏆 Phase 6 — Interview Prep | ML System Design, LeetCode, Theory | ⏳ Upcoming |
🚧 ML projects coming soon — I'm building my foundations first. Every project will be fully documented with a write-up on Medium.
| Project | Description | Status |
|---|---|---|
| 🔜 Linear Regression from Scratch | Implementing it with pure NumPy, no shortcuts | 📅 Planned |
| 🔜 My First Real Dataset | End-to-end: clean, explore, model, evaluate | 📅 Planned |
| 🔜 More coming... | As I learn, I build | 📅 Ongoing |
I document everything I learn. One concept at a time.
- 📝 Medium — Deep dives into ML concepts as I learn them → coming soon
- 📸 Instagram — Visual carousels breaking down ML topics → coming soon
Follow along — the journey starts now.
"The expert in anything was once a beginner who refused to quit."