Modern Videos Safety Analysis

Inspiration

From the beginning, security and privacy have both been essential to me. However, simply allowing a parent to access everything a child does is neither efficient, not privacy oriented. Thus, by using a model like this, to completely scrape a transcript and use Roberta and Distilbert, leading NLP models to analyse the content, it can be more effective.

What it does

In this project, I used libraries to access the transcript of a YT video, use models to analyse the content, and then attempted to display it.

How we built it

I used python for the backend, and javascript for the front end. To make this accessible, I developed a new chrome extension for its feasibility.

Challenges we ran into

Not only were the APIs I was using rate limited, but effectively displaying the content was a challenge I couldn't fully tackle.

Accomplishments that we're proud of

Nevertheless, I'm proud that I was able to not only get the transcript, but use CORS and cutting edge NLP models to effectively analyse a video content's safety.

What we learned

What's next for Modern Videos Safety Analysis

(Citations, Huggingbear's Facebook and michellejieli)

(JUST A NOTE, in the YT Video, I say I run into CORS errors, but that's actually not true. In reality, I wasn't able to get the response effectively to show on the screen, but the API is perfectly functional).

Built With

• javascript
• python
• scraping
• transformers