Articles & Tutorials

149 technical articles covering AI, Machine Learning, Cybersecurity, Data Science, and Programming. Practical guides, tutorials, and deep dives — written for developers.

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8 articles in AI & Machine Learning · Cloud

AI & Machine Learning Code

Local AI on a 16GB RAM Laptop: Practical Models, Settings and Optimization

With 16GB RAM and the right model selection, you can run useful local AI for chat, coding, summarization and document Q&A — entirely on you…

Python LLMs Linux
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AI & Machine Learning Code

AI → Machine Learning → Deep Learning

Key Takeaway A Large Language Model (LLM) is a neural network trained on massive text data to predict the next token in a sequence. It does…

Python Machine Learning Deep Learning
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AI & Machine Learning Code

DuckDB: SQL on Your Laptop for Modern Data Science

DuckDB lets you run SQL queries directly on CSV, Parquet, and JSON files — without loading them into pandas first. For analytical queries o…

Python Docker RAG
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AI & Machine Learning Code

Parquet vs CSV: Why Data Scientists Should Care

For analytical and data science workflows, Apache Parquet is usually superior to CSV in storage efficiency, read speed, schema preservation…

Python Docker RAG
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AI & Machine Learning Code

RAG Architecture Explained: Every Component of a Retrieval-Augmented AI System

RAG (Retrieval-Augmented Generation) grounds LLM responses in your actual documents. Every component — from ingestion to citations — matter…

Python Docker LLMs
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AI & Machine Learning Code

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…

Python TypeScript Docker
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AI & Machine Learning Code

What Is an Embedding?

Embeddings transform text into numerical vectors that capture meaning. Semantically similar texts produce vectors that are close together i…

Python Machine Learning Deep Learning
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AI & Machine Learning Code

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…

Python Docker NLP
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