TGViewer
Machine Learning Machine Learning @machinelearning_official ยท 602 subscribers
Post #315 99
๐Ÿš€ Looking for a portfolio-ready NLP project?

I recently published an end-to-end walkthrough on Towards Data Science using Kaggleโ€™s Spooky Author Identification dataset.

Youโ€™ll see how far classical NLP can go with:

๐Ÿ“ Bag-of-Words and TF-IDF
๐Ÿ”ค Character n-grams
๐Ÿ“Š Model comparison
๐Ÿงฉ Ensemble stacking

Itโ€™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:

๐Ÿ”— https://towardsdatascience.com/how-far-can-classical-nlp-go-from-bag-of-words-to-stacking-on-spooky-author-identification/


Claim your Free $5 Bonus Here:
https://bit.ly/3wUxw09

Join our WhatsApp Channel ๐Ÿ‘‡

https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i

WhatsApp Community Link ๐Ÿ‘‡

https://chat.whatsapp.com/HPJDqRr6G1sKQIqfdJF3pL

1๏ธโƒฃ Big Data
๐Ÿ“Ž Channel Link:
[ https://t.me/bigdata_official ]

---

2๏ธโƒฃ Machine Learning
๐Ÿ“Ž Channel Link:
[ https://t.me/machinelearning_official ]

---

3๏ธโƒฃ Cloud Computing
๐Ÿ“Ž Channel Link:
[ https://t.me/cloudcomputingofficial ]

---

4๏ธโƒฃ Deep Learning
๐Ÿ“Ž Channel Link:
[ https://t.me/deeplearningofficial ]

Share with your College Whatsapp Groups & Friends too

All the best ๐Ÿ‘๐Ÿ‘
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 Kaggleโ€™s Spooky Author Identification task
More from @machinelearning_official
  1. Oct 8, 2026INDIA'S BIGGEST SHOPPING SALE IS LIVE TOMORROW IS IT REALLY A DEAL๐Ÿคก? THIS APP BUYHATKE TEโ€ฆ
  2. Oct 3, 2026๐—ง๐—ต๐—ผ๐˜€๐—ฒ ๐˜„๐—ต๐—ผ ๐˜„๐—ฎ๐—ป๐˜ ๐—ฟ๐—ฒ๐—ณ๐—ฒ๐—ฟ๐—ฟ๐—ฎ๐—น๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—๐—ผ๐—ฏ๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—œ๐—ป๐˜๐—ฒ๐—ฟ๐—ป๐˜€๐—ต๐—ถ๐—ฝ๏ฟฝโ€ฆ
  3. Sep 30, 2026โค๏ธ Here is the list of highly recommended Telegram channels for your free learning โค๏ธ Getโ€ฆ
  4. Sep 27, 2026๐Ÿšจ Earn Passive Money Easily ๐Ÿšจ Since your device is already connected to the internet, yoโ€ฆ
  5. Sep 26, 2026Hackathon National Research & Innovation Challenge Season 3 ๐Ÿ“ŒAPPLY LINK : https://bit.ly/โ€ฆ
  6. Sep 13, 2026Feature Scaling: Why Feature Scaling Affects Model Training Feature scaling is often overlโ€ฆ
Threads Profile ViewerView any public Threads profile without an account.Open ThreadLook โ†’Writing with AI? Make it sound human.Metric37 rewrites AI drafts so they read naturally. Free AI detector, 1,500 words free.Try Metric37 โ†’