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In this video, we are going to cover how to do *Hate speech detection using machine learning* . This video will help you to understand what is hate speech, after which will do a hands-on lab demo to do hate speech detection using machine learning.

00:00 *Introduction*
01:43 *What is Hate Speech?*
05:00 *Hands-on-lab demo*

Link for the dataset: https://drive.google.com/drive/folders/1uQiyJ_mDlOCcecMw7C-JYUs9bGnVJ_j8?usp=sharing
Slideshare: https://www.slideshare.net/Simplilearn/hate-speech-detection-using-machine-learning

*What is hate speech?*
Any speech that disparages a group of people because of their race, religion, nationality, national origin, sexual orientation, or gender identity is considered hate speech. Hate speech is frequently used to promote bigotry and hatred. Additionally, it can be applied to threaten and intimidate others. People may experience loneliness, anxiety, and fear as a result. Hate crimes may also result from it. Additionally, hate speech can harm ties between various racial and ethnic groups. It is crucial to identify hate speech since doing so can assist in stopping these negative impacts.

🟧 Numpy:
NumPy is a Python library used for working with arrays. It also has functions for working in the domain of linear algebra and matrices. It is an open-source project, and you can use it freely. NumPy stands for Numerical Python.

🟧 Pandas:
Pandas is a software library written for the Python programming language for data manipulation and analysis. In particular, it offers data structures and operations for manipulating numerical tables and time series.

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