🚀 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/

🗂️ D A T A U N L O C K E D
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📌 Sokoto Coventry Fingerprint Dataset (SOCOFing)
✏️ Sokoto Coventry Fingerprint Dataset (SOCOFing)

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📦 Size › 837.6 MB
👍 Votes › 354
⬇️ Downloads › 38.3K
📅 Updated › Jul 23, 2018
⚖️ License › Other (specified in description)

🔖 #categorical #computervision #classification #deeplearning #image

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📡 Channel: @DATASETS1

📈 F E A T U R E D D A T A S E T
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📌 💳 Financial Transactions Dataset: Analytics
✏️ Dataset for Financial Analysis, Fraud Detection, and AI-Powered Banking Solution

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📦 Size › 347.7 MB
👍 Votes › 353
⬇️ Downloads › 50.4K
📅 Updated › Oct 31, 2024
⚖️ License › Apache 2.0

🔖 #business #computerscience #datacleaning #datavisualization #dataanalytics

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📡 Channel: @DATASETS1

📊 Spotify Tracks DB

📦 15.5 MB | 👍 353 | ⬇️ 48.7K

📡 @DATASETS1

🔢 D A T A S P O T L I G H T
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📌 Credit Risk Dataset
✏️ This dataset contains columns simulating credit bureau data

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📦 Size › 367.7 KB
👍 Votes › 352
⬇️ Downloads › 66.0K
📅 Updated › Jun 02, 2020
⚖️ License › CC0: Public Domain

🔖 #earthandnature #lending

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📡 Channel: @DATASETS1

📌 H O T D A T A S E T A L E R T
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📌 Credit score classification
✏️ Given a person’s credit-related information, build a machine learning model that

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📦 Size › 9.5 MB
👍 Votes › 352
⬇️ Downloads › 59.9K
📅 Updated › Jun 22, 2022
⚖️ License › CC0: Public Domain

🔖 #earthandnature #business #finance #classification #tabular

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📡 Channel: @DATASETS1

📌 H O T D A T A S E T A L E R T
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📌 Stellar Classification Dataset - SDSS17
✏️ Classification of Stars, Galaxies and Quasars. Sloan Digital Sky Survey DR17

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📦 Size › 6.9 MB
👍 Votes › 352
⬇️ Downloads › 26.3K
📅 Updated › Jan 15, 2022
⚖️ License › Data files © Original Authors

🔖 #earthandnature #astronomy #physics #beginner #classification

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📡 Channel: @DATASETS1

📌 H O T D A T A S E T A L E R T
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📌 Airlines Delay
✏️ Airline on-time statistics and delay causes

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📦 Size › 66.6 MB
👍 Votes › 352
⬇️ Downloads › 34.0K
📅 Updated › Nov 14, 2019
⚖️ License › Unknown

🔖 #aviation

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📡 Channel: @DATASETS1

📊 Walmart Sales Forecast

📦 3.4 MB | 👍 351 | ⬇️ 57.9K

📡 @DATASETS1

📊 Airline Dataset

📦 12.5 MB | 👍 351 | ⬇️ 34.7K

📡 @DATASETS1

📊 Book-Crossing: User review ratings

📦 76.1 MB | 👍 351 | ⬇️ 21.8K

📡 @DATASETS1

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📌 Brain Tumor
✏️ Extracted features for brain tumor

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📦 Size › 14.0 MB
👍 Votes › 349
⬇️ Downloads › 27.4K
📅 Updated › Jul 26, 2020
⚖️ License › CC BY-NC-SA 4.0

🔖 #physics #classification #cancer

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📡 Channel: @DATASETS1

📊 NIFTY-50 Stocks Dataset

📦 2.6 KB | 👍 349 | ⬇️ 16.0K

📡 @DATASETS1

📊 Email Spam Classification Dataset CSV

📦 1.7 MB | 👍 348 | ⬇️ 88.9K

📡 @DATASETS1

📊 K A G G L E D A T A S E T
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📌 Boston Housing
✏️ Concerns housing values in suburbs of Boston

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📦 Size › 4.3 KB
👍 Votes › 348
⬇️ Downloads › 50.4K
📅 Updated › Jun 11, 2017
⚖️ License › CC BY-NC-SA 4.0

🔖 #earthandnature #education #realestate #socialissuesandadvocacy

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📡 Channel: @DATASETS1

🔢 D A T A S P O T L I G H T
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📌 StartUp Investments (Crunchbase)
✏️ Information about startup companies and investment via Crunchbase

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📦 Size › 2.7 MB
👍 Votes › 348
⬇️ Downloads › 16.7K
📅 Updated › Feb 17, 2020
⚖️ License › CC0: Public Domain

🔖 #business #finance #investing

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📡 Channel: @DATASETS1

📊 casting product image data for quality inspection

📦 100.1 MB | 👍 348 | ⬇️ 28.0K

📡 @DATASETS1

📊 LISA Traffic Light Dataset

📦 4.2 GB | 👍 348 | ⬇️ 22.4K

📡 @DATASETS1

🧠 N E W D A T A S E T D R O P
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📌 Arabic Handwritten Characters Dataset
✏️ Arabic Handwritten Characters Data-set

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📦 Size › 24.0 MB
👍 Votes › 348
⬇️ Downloads › 18.7K
📅 Updated › Jul 26, 2019
⚖️ License › Database: Open Database, Contents: Database Contents

🔖 #computerscience #computervision #classification #cnn

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📡 Channel: @DATASETS1

📊 Cafe Sales - Dirty Data for Cleaning Training

📦 110.8 KB | 👍 347 | ⬇️ 50.4K

📡 @DATASETS1

📊 K A G G L E D A T A S E T
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📌 Adult income dataset
✏️ A widely cited KNN dataset as a playground

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📦 Size › 652.0 KB
👍 Votes › 346
⬇️ Downloads › 94.9K
📅 Updated › Oct 06, 2016
⚖️ License › Unknown

🔖 #earthandnature

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📡 Channel: @DATASETS1