TGViewer
Machine Learning with Python Machine Learning with Python @codeprogrammer · 68.6K subscribers
Post #5338 4.79K
🚀 Looking for a portfolio-ready NLP project?

I recently published an end-to-end walkthrough on Towards Data Science using Kaggle’s Spooky Author Identification dataset.

You’ll see how far classical NLP can go with:

📝 Bag-of-Words and TF-IDF
🔤 Character n-grams
📊 Model comparison
🧩 Ensemble stacking

It’s a practical project for anyone preparing for an ML/DS role, with no deep learning required. I walk through the entire workflow step by step:

🔗 https://towardsdatascience.com/how-far-can-classical-nlp-go-from-bag-of-words-to-stacking-on-spooky-author-identification/
Towards Data Science How Far Can Classical NLP Go? From Bag-of-Words to Stacking on Spooky Author Identification An end-to-end classical NLP experiment on Kaggle’s Spooky Author Identification task
  • ❤ 7
  • 👍 1
  • 🔥 1
More from @codeprogrammer
  1. Oct 6, 2026🛠 Built an AI app with Cursor, Claude Code or Lovable? Publish it on Zibby (zibby.run), a…
  2. Oct 6, 2026🎓 $10,000 Scholarship Grant — Yours for the Taking! 🎓 Imagine this: $10,000 handed to yo…
  3. Oct 5, 2026🚀 ChatGPT Plus & Gemini AI Pro🤖 ChatGPT Plus — 1 Month: $8 ✨ Gemini AI Pro — 18 Months:…
  4. Oct 4, 2026I found a great resource for interactive learning about machine learning and AI – VizLearn…
  5. Oct 3, 2026This channels is for Programmers, Coders, Software Engineers. 0️⃣ Python 1️⃣ Data Science…
  6. Oct 3, 2026"How to Train a Neural Network" is a concise summary of the MIT course lectures on deep le…
Threads Profile ViewerView any public Threads profile without an account.Open ThreadLook →Writing with AI? Make it sound human.Metric37 rewrites AI drafts so they read naturally. Free AI detector, 1,500 words free.Try Metric37 →