Towards Data Science
How Far Can Classical NLP Go? From Bag-of-Words to Stacking on Spooky Author Identification | Towards Data Science
An end-to-end classical NLP experiment on Kaggleβs Spooky Author Identification task: from Vowpal Wabbit and TF-IDF/NB-SVM baselines to a tuned stacked ensemble, with a compact representation survey of Bag-of-Words, BM25, Word2Vec, and FastText for context.
π Looking for a portfolio-ready NLP project?
I recently published an end-to-end walkthrough on Towards Data Science using Kaggleβs Spooky Author Identification dataset.
Youβll see how far classical NLP can go with:
π Bag-of-Words and TF-IDF
π€ Character n-grams
π Model comparison
π§© Ensemble stacking
Itβs 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:
π https://towardsdatascience.com/how-far-can-classical-nlp-go-from-bag-of-words-to-stacking-on-spooky-author-identification/
I recently published an end-to-end walkthrough on Towards Data Science using Kaggleβs Spooky Author Identification dataset.
Youβll see how far classical NLP can go with:
π Bag-of-Words and TF-IDF
π€ Character n-grams
π Model comparison
π§© Ensemble stacking
Itβs 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:
π https://towardsdatascience.com/how-far-can-classical-nlp-go-from-bag-of-words-to-stacking-on-spooky-author-identification/
β€2
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π Cycle Summary
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π Total in database: 522
π Last run: 2026-07-10 18:01
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π Total in database: 522
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π New jobs found: 0
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π Total in database: 522
π Last run: 2026-07-11 06:01
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π Cycle Summary
ββββββββββββββββββββββββββ
π New jobs found: 0
π€ Posted to channel: 0
π Total in database: 522
π Last run: 2026-07-11 18:01
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π New jobs found: 0
π€ Posted to channel: 0
π Total in database: 522
π Last run: 2026-07-11 18:01
β Next run in 12 hours
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π New jobs found: 0
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π Total in database: 522
π Last run: 2026-07-12 06:01
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π Total in database: 522
π Last run: 2026-07-12 06:01
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π New jobs found: 0
π€ Posted to channel: 0
π Total in database: 522
π Last run: 2026-07-12 18:01
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π New jobs found: 0
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π Total in database: 522
π Last run: 2026-07-12 18:01
β Next run in 12 hours
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π€ Posted to channel: 0
π Total in database: 522
π Last run: 2026-07-13 06:01
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It can help with email, draft replies to text or voice messages, send emails, set reminders, create and manage spreadsheets, generate images, create videos, edit short videos, work with PDFs, Notion, Obsidian, and much more.
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It's a familiar problem: everyone wants a personal AI assistant, but building one from scratch usually means servers, API keys, integrations, maintenance, and a ton of technical overhead.
Amplify takes care of all of this for you. In about 5 minutes, you'll have a personal AI agent connected to your Google accountβGmail, Drive, Calendar, Docs, Slides, Sheets, and more. Google integration is officially verified.
π£You can communicate with your assistant anywhere: Telegram, WhatsApp, Slack, WeChat, or Discord.
It can help with email, draft replies to text or voice messages, send emails, set reminders, create and manage spreadsheets, generate images, create videos, edit short videos, work with PDFs, Notion, Obsidian, and much more.
Dozens of skills are already available, and the list is constantly growing. If you need a custom skill for your workflow, business, or team, the Amplify team will quickly develop and implement it.
The pricing is simple: $10 per month plus pay only for the features you actually use. No confusing token systemβthe cost of each action is clearly displayed in your dashboard.
And if you already have a ChatGPT subscription, you can sign up and essentially avoid paying separately for the AI ββmodel.
πFor subscribers: use the promo code and get two months free + $10 credit to your balance.
After registering, you'll receive your own promo code. If someone else signs up with it, you'll get an extra month free.
Try Amplify here: https://getamplify.team/
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π Cycle Summary
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π Cycle Summary
ββββββββββββββββββββββββββ
π New jobs found: 0
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π Total in database: 522
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π Total in database: 522
π Last run: 2026-07-18 18:01
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π Total in database: 522
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π Total in database: 522
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ββββββββββββββββββββββββββ
π New jobs found: 0
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π Total in database: 522
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π Cycle Summary
ββββββββββββββββββββββββββ
π New jobs found: 0
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π Total in database: 522
π Last run: 2026-07-19 18:01
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ββββββββββββββββββββββββββ
π New jobs found: 0
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π Total in database: 522
π Last run: 2026-07-19 18:01
β Next run in 12 hours
#DailyUpdate #JobsBot
π Cycle Summary
ββββββββββββββββββββββββββ
π New jobs found: 0
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π Total in database: 522
π Last run: 2026-07-20 06:01
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ββββββββββββββββββββββββββ
π New jobs found: 0
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π Total in database: 522
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β Next run in 12 hours
#DailyUpdate #JobsBot
π Cycle Summary
ββββββββββββββββββββββββββ
π New jobs found: 0
π€ Posted to channel: 0
π Total in database: 522
π Last run: 2026-07-20 18:01
β Next run in 12 hours
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ββββββββββββββββββββββββββ
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π Total in database: 522
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