π₯ Free IT Cert Resources β Grab Them While They're Hot!
πSPOTO just dropped a bunch of 100% free study kits for 2026 β covering #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity
π₯No signup traps, no hidden fees β just click and download.
π FREE Cert EβBook β https://bit.ly/4wkiLAT
πͺ Online FREE Course β https://bit.ly/4vHFJSz
βοΈ FREE AI Materials β https://bit.ly/4wdu7X6
π Cloud Study Guide β https://bit.ly/4y0HyeW
π§ Free Mock Exam β https://bit.ly/4ff8jos
Tag a friend who's also on this journey β Get certified together! πͺ
π Join the community: https://chat.whatsapp.com/FmbIbbqm2QhKglVpVTSH4d/
π² Need personalized help? β https://wa.link/6k7042
πSPOTO just dropped a bunch of 100% free study kits for 2026 β covering #Cisco, #AWS, #PMP, #AI, #Python, #Excel, and #Cybersecurity
π₯No signup traps, no hidden fees β just click and download.
π FREE Cert EβBook β https://bit.ly/4wkiLAT
πͺ Online FREE Course β https://bit.ly/4vHFJSz
βοΈ FREE AI Materials β https://bit.ly/4wdu7X6
π Cloud Study Guide β https://bit.ly/4y0HyeW
π§ Free Mock Exam β https://bit.ly/4ff8jos
Tag a friend who's also on this journey β Get certified together! πͺ
π Join the community: https://chat.whatsapp.com/FmbIbbqm2QhKglVpVTSH4d/
π² Need personalized help? β https://wa.link/6k7042
π H O T D A T A S E T A L E R T
π Pharma sales data
βοΈ Six years data (2014-2019) on sales of drugs classified in 8 ATC categories
π¦ Size βΊ
π Votes βΊ
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π Updated βΊ
βοΈ License βΊ
π #health #timeseriesanalysis
π‘ Channel: @DATASETS1
ββββββββββββββββββββββββββπ Pharma sales data
βοΈ Six years data (2014-2019) on sales of drugs classified in 8 ATC categories
ββββββββββββββββββββββββββπ¦ Size βΊ
352.3 KBπ Votes βΊ
361β¬οΈ Downloads βΊ
55.4Kπ Updated βΊ
Jan 05, 2020βοΈ License βΊ
Attribution-NonCommercial 4.0 International (CC BY-NC 4.0)π #health #timeseriesanalysis
ββββββββββββββββββββββββββπ‘ Channel: @DATASETS1
β€1
π F E A T U R E D D A T A S E T
π Disney+ Movies and TV Shows
βοΈ Movies and TV Shows listings on Disney+
π¦ Size βΊ
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π #websites #artsandentertainment #moviesandtvshows #exploratorydataanalysis #datavisualization
π‘ Channel: @DATASETS1
ββββββββββββββββββββββββββπ Disney+ Movies and TV Shows
βοΈ Movies and TV Shows listings on Disney+
ββββββββββββββββββββββββββπ¦ Size βΊ
130.9 KBπ Votes βΊ
361β¬οΈ Downloads βΊ
41.0Kπ Updated βΊ
Nov 29, 2021βοΈ License βΊ
Data files Β© Original Authorsπ #websites #artsandentertainment #moviesandtvshows #exploratorydataanalysis #datavisualization
ββββββββββββββββββββββββββπ‘ Channel: @DATASETS1
π F E A T U R E D D A T A S E T
π Disease Symptoms and Patient Profile Dataset
βοΈ Reveals intricate relationship between patients and diseases over 100 diseases.
π¦ Size βΊ
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βοΈ License βΊ
π #medicine #computerscience #exploratorydataanalysis #classification #healthconditions
π‘ Channel: @DATASETS1
ββββββββββββββββββββββββββπ Disease Symptoms and Patient Profile Dataset
βοΈ Reveals intricate relationship between patients and diseases over 100 diseases.
ββββββββββββββββββββββββββπ¦ Size βΊ
3.1 KBπ Votes βΊ
357β¬οΈ Downloads βΊ
33.6Kπ Updated βΊ
Jan 21, 2024βοΈ License βΊ
MITπ #medicine #computerscience #exploratorydataanalysis #classification #healthconditions
ββββββββββββββββββββββββββπ‘ Channel: @DATASETS1
π’ D A T A S P O T L I G H T
π BRaTS 2021 Task 1 Dataset
βοΈ RSNA-ASNR-MICCAI Brain Tumor Segmentation (BraTS) Challenge 2021
π¦ Size βΊ
π Votes βΊ
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π Updated βΊ
βοΈ License βΊ
π #earthandnature #business #health
π‘ Channel: @DATASETS1
ββββββββββββββββββββββββββπ BRaTS 2021 Task 1 Dataset
βοΈ RSNA-ASNR-MICCAI Brain Tumor Segmentation (BraTS) Challenge 2021
ββββββββββββββββββββββββββπ¦ Size βΊ
12.3 GBπ Votes βΊ
356β¬οΈ Downloads βΊ
55.3Kπ Updated βΊ
Aug 19, 2021βοΈ License βΊ
Data files Β© Original Authorsπ #earthandnature #business #health
ββββββββββββββββββββββββββπ‘ Channel: @DATASETS1
ποΈ D A T A U N L O C K E D
π Face Mask Detection ~12K Images Dataset
βοΈ 12K Images divided in training testing and validation directories.
π¦ Size βΊ
π Votes βΊ
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π Updated βΊ
βοΈ License βΊ
π #earthandnature
π‘ Channel: @DATASETS1
ββββββββββββββββββββββββββπ Face Mask Detection ~12K Images Dataset
βοΈ 12K Images divided in training testing and validation directories.
ββββββββββββββββββββββββββπ¦ Size βΊ
330.3 MBπ Votes βΊ
356β¬οΈ Downloads βΊ
34.8Kπ Updated βΊ
May 26, 2020βοΈ License βΊ
CC0: Public Domainπ #earthandnature
ββββββββββββββββββββββββββπ‘ Channel: @DATASETS1
β€1
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€1
ποΈ D A T A U N L O C K E D
π Sokoto Coventry Fingerprint Dataset (SOCOFing)
βοΈ Sokoto Coventry Fingerprint Dataset (SOCOFing)
π¦ Size βΊ
π Votes βΊ
β¬οΈ Downloads βΊ
π Updated βΊ
βοΈ License βΊ
π #categorical #computervision #classification #deeplearning #image
π‘ Channel: @DATASETS1
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π Sokoto Coventry Fingerprint Dataset (SOCOFing)
βοΈ Sokoto Coventry Fingerprint Dataset (SOCOFing)
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π¦ Size βΊ
837.6 MBπ Votes βΊ
354β¬οΈ Downloads βΊ
38.3Kπ Updated βΊ
Jul 23, 2018βοΈ License βΊ
Other (specified in description)π #categorical #computervision #classification #deeplearning #image
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π‘ Channel: @DATASETS1
β€1
π F E A T U R E D D A T A S E T
π π³ Financial Transactions Dataset: Analytics
βοΈ Dataset for Financial Analysis, Fraud Detection, and AI-Powered Banking Solution
π¦ Size βΊ
π Votes βΊ
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π Updated βΊ
βοΈ License βΊ
π #business #computerscience #datacleaning #datavisualization #dataanalytics
π‘ Channel: @DATASETS1
ββββββββββββββββββββββββββπ π³ Financial Transactions Dataset: Analytics
βοΈ Dataset for Financial Analysis, Fraud Detection, and AI-Powered Banking Solution
ββββββββββββββββββββββββββπ¦ Size βΊ
347.7 MBπ Votes βΊ
353β¬οΈ Downloads βΊ
50.4Kπ Updated βΊ
Oct 31, 2024βοΈ License βΊ
Apache 2.0π #business #computerscience #datacleaning #datavisualization #dataanalytics
ββββββββββββββββββββββββββπ‘ Channel: @DATASETS1
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π’ D A T A S P O T L I G H T
π Credit Risk Dataset
βοΈ This dataset contains columns simulating credit bureau data
π¦ Size βΊ
π Votes βΊ
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βοΈ License βΊ
π #earthandnature #lending
π‘ Channel: @DATASETS1
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π Credit Risk Dataset
βοΈ This dataset contains columns simulating credit bureau data
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π¦ Size βΊ
367.7 KBπ Votes βΊ
352β¬οΈ Downloads βΊ
66.0Kπ Updated βΊ
Jun 02, 2020βοΈ License βΊ
CC0: Public Domainπ #earthandnature #lending
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π‘ Channel: @DATASETS1
π H O T D A T A S E T A L E R T
π Credit score classification
βοΈ Given a personβs credit-related information, build a machine learning model that
π¦ Size βΊ
π Votes βΊ
β¬οΈ Downloads βΊ
π Updated βΊ
βοΈ License βΊ
π #earthandnature #business #finance #classification #tabular
π‘ Channel: @DATASETS1
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π Credit score classification
βοΈ Given a personβs credit-related information, build a machine learning model that
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π¦ Size βΊ
9.5 MBπ Votes βΊ
352β¬οΈ Downloads βΊ
59.9Kπ Updated βΊ
Jun 22, 2022βοΈ License βΊ
CC0: Public Domainπ #earthandnature #business #finance #classification #tabular
Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β· Β·π‘ Channel: @DATASETS1