Question

Although most of us use social media platforms to convey our personal feelings and opinions for the world to see, one of the biggest challenges lies in understanding the ‘sentiments’ behind social media posts. Social media is thriving with tons of user- generated content. By creating an intelligent system that could analyze the sentiment behind texts, or a post, it would become so much easier for organizations to understand consumer behaviour. This, in turn, would allow them to improve their customer service, thereby providing the scope for optimal consumer satisfaction. You can try to mine the data from Twitter or Reddit to get started off with your sentiment analysis.

[Note: Search for the said dataset online with the stated characteristic and download it. A minimum of 3 distinct models are required. Compare the performance of the model and discuss the result]