Articles & Tutorials
149 technical articles covering AI, Machine Learning, Cybersecurity, Data Science, and Programming. Practical guides, tutorials, and deep dives — written for developers.
8 articles in AI & Machine Learning · Git
What Is Numerical Precision?
Quantization reduces model size by using lower-precision numbers (4-bit instead of 32-bit). A 7B model shrinks from 28 GB (FP32) to 3.5 GB …
The Complete Pipeline
Key Takeaway LLMs generate text one token at a time through a repeating cycle: tokenize input → compute probabilities for every possible ne…
Beginner Projects (1-5)
The best data science portfolio isn't 20 notebooks that all do the same thing. It's 20 projects that progressively build skills — from load…
10 Pandas Techniques for Processing Large Datasets with Limited RAM
You often do not need more hardware — you need a more memory-efficient workflow. Ten practical pandas techniques can reduce memory usage by…
Imbalanced Datasets: Practical Machine Learning Techniques
Key Takeaway --> Imbalanced datasets cause models to ignore the minority class. Fix this with oversampling, undersampling, SMOTE, class we…
Model Evaluation Beyond Accuracy
Key Takeaway --> Accuracy is misleading for imbalanced datasets. A model that predicts "no fraud" for all transactions achieves 99% accura…
Why Do We Need Vector Databases?
Vector databases are specialized systems for storing and searching embedding vectors. FAISS is a high-performance library for in-memory sim…
What Is a Coding Agent?
The way developers write software is shifting. AI coding agents go beyond autocomplete — they can inspect entire repositories, edit multipl…