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About Me

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"
        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()

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My ML Roadmap

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	🔄 In Progress
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

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Current Stack

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📂 Projects

🚧 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

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GitHub Stats

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Writing & Content

I document everything I learn. One concept at a time.

• Medium — Deep dives into ML concepts as I learn them
• Instagram — Visual carousels breaking down ML topics → coming soon

Follow along — the journey starts now.

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Connect

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"The expert in anything was once a beginner who refused to quit."