Liar_dataset Alternatives
Similar projects and alternatives to liar_dataset
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Fake-News-Classification
Exploration of Natural Language Processing techniques to create a prediction model using the LIAR dataset.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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liar_dataset reviews and mentions
Posts with mentions or reviews of liar_dataset.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-05-24.
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On Data Quality
For our capstone project at Flatiron school we had to not only pitch the project we wanted to do, but also find a dataset that would allow us to accomplish that project. I chose to make a Fake News Classifier, and pitched a dataset I found on Kaggle for it. My instructor was quick in turning it down. It had no information on how that data was acquired, how it was labelled, and I had no means of verifying it. With some more research done I found the Liar dataset, which contained thousands of data points, humanly labelled by editors from politifact.com using a truthiness scale and which contained extensive metadata on each instance, making it verifiable. Once I settled on my final model, I decided to train a version of it on the rejected dataset, just for curiosity. The Accuracy it provided for the test data from that dataset was way higher than the one trained in the Liar dataset. Why was that? The model wasn't actually making correct predictions, it was just better at identifying the labels (which were not verified) from the dataset.
Stats
Basic liar_dataset repo stats
1
28
10.0
about 5 years ago
The primary programming language of liar_dataset is Jupyter Notebook.
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