╔─────────────────────────────────────────────────────────────────────╗
│ root@masoumi:~$ whoami │
│ > Computer Engineering Student │
│ > Machine Learning · Systems · Algorithm Design │
│ > Arch Linux | Python | C++ │
│ root@masoumi:~$ _ │
╚─────────────────────────────────────────────────────────────────────╝
[ACTIVE] studying :: Computer Engineering
[ACTIVE] building :: ML systems from scratch
[ACTIVE] learning :: Deep learning architectures
[ACTIVE] running :: Arch Linux, btw
[FOCUS] next target :: Transformers & LLM fine-tuning
[MINDSET] approach :: Understand the system first
ML / AI → Recommendation systems · Neural nets · Feature engineering
SYSTEMS → OS internals · Memory models · Low-level C++
ALGORITHMS → Graph theory · Dynamic programming · Complexity analysis
SECURITY → Attack surfaces · Trust models · Adversarial thinking
┌──────────────────────────────────────────────────────────────────────┐
│ MODULE :: Hybrid Movie Recommender │
│ TYPE :: ML · Information Retrieval · Recommendation Engine │
├──────────────────────────────────────────────────────────────────────┤
│ │
│ Combines collaborative filtering (Pearson correlation) with │
│ content-based filtering (TF-IDF) into a weighted hybrid pipeline. │
│ Ships with a live Streamlit interface for real-time inference. │
│ │
│ STACK :: Python · scikit-learn · Pandas · NumPy · Streamlit │
│ CORE :: Matrix factorization + TF-IDF embedding + hybrid scorer │
│ │
└──────────────────────────────────────────────────────────────────────┘
"A system you don't understand is a system you can't control.
I build from first principles — or I don't build at all."
