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🚀 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/

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🗄 Total in database: 522

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🗄 Total in database: 522

🕐 Last run: 2026-07-12 06:01
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🗄 Total in database: 522

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🗄 Total in database: 522

🕐 Last run: 2026-07-13 06:01
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Get a job opportunity and obtain free courses and certificates to increase your experience.

http://xn--r1a.website/UdemySybot

Create your own AI assistant for free in 5 minutes.

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 account—Gmail, Drive, Calendar, Docs, Slides, Sheets, and more. Google integration is officially verified.

🗣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 system—the 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 ​​model.

😎For 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/
Promo code: CODEPROGRAMMER

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