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Natural Language Processing: Toxic Comments Detection and Classification

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Toxic Comment Classification

Use Natural Language Processing to predict if the given text is toxic or not.

Data

The data comes in two files. One file consists of toxicity comments which all reviewers gave and the other one consists of positive comments.

Smoothing

Scoring a comment using Interpolation smoothing techniques :

𝑃(𝑤𝑖|𝑤𝑖−1) = 𝜆3𝑃(𝑤𝑖|𝑤𝑖−1) + 𝜆2𝑃(𝑤𝑖) + 𝜆1𝜖

𝜆3 + 𝜆2 + 𝜆1 = 1
0 < 𝜖 < 1

github-octocat

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Natural Language Processing: Toxic Comments Detection and Classification

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