Tokenizer

Byte‑Level BPE Tokenizer from Scratch: A Hands‑On Build Guide

A step‑by‑step guide to implementing a fast, memory‑efficient BPE tokenizer in pure Python, with production‑ready patterns.

A laptop screen showing Python code and a flowchart of a tokenizer

Hands‑On BPE Tokenizer: Pure‑Python Incremental Merge Learning with Trie Lookup

This post walks you through building a from‑scratch BPE tokenizer in pure Python, complete with online incremental merge learning and a trie for fast tokenization. You’ll end up with a runnable library you can showcase on LinkedIn or a résumé.

Python code editor with tokenization output

Build a Pure‑Python BPE Tokenizer for Your Portfolio CV

A hands‑on tutorial creating a from‑scratch BPE tokenizer in pure Python, ready to showcase on a CV.

Hands‑on keyboard next to a laptop showing code, representing a developer building a tokenizer

Hands-On Build Guide: Byte-Level BPE Tokenizer from Scratch

A step‑by‑step guide to implementing a byte‑level BPE tokenizer from scratch, complete with code, tests, and production‑grade extensions.

Python code on a laptop screen with tokenization diagrams

Reversible Byte-Level BPE Tokenizer Trainer with Streaming Merge Accumulation

A hands‑on guide to training a byte‑level BPE tokenizer from scratch, with streaming merge accumulation and byte‑exact roundtrip testing, perfect for demonstrating systems engineering skill.