Dorit is the Head of Data Science at L1ght.com, a startup that develops AI solutions that detect various forms of Online Toxicity. Dorit holds a Ph.D. in Computer Science from Bar Ilan University in the field of AI. She has been working in the Hitech industry for almost 20 years on algorithmic solutions for real-world problems.
Dorit is the Head of Data Science at L1ght.com, a startup that develops AI solutions that detect various forms of Online Toxicity. Dorit holds a Ph.D. in Computer Science from Bar Ilan University in the field of AI. She has been working in the Hitech industry for almost 20 years on algorithmic solutions for real-world problems.
Bullying isn’t what it used to be – especially considering that these days, most bullying acts occur online. Over the past two years, the data science team at L1ght set out to crack the code of cyberbullying. We will share our process of defining cyberbullying and the methodology of turning to neural networks with new and powerful machine learning models. We will explain how image recognition, speech processing, and natural language processing (NLP) taught us plenty about this behavioral phenomenon. Finally, we’ll discuss how we cracked cyberbullying using transformers, how we dealt with social networks, and share some tips and tricks.
Bullying isn’t what it used to be – especially considering that these days, most bullying acts occur online. Over the past two years, the data science team at L1ght set out to crack the code of cyberbullying. We will share our process of defining cyberbullying and the methodology of turning to neural networks with new and powerful machine learning models. We will explain how image recognition, speech processing, and natural language processing (NLP) taught us plenty about this behavioral phenomenon. Finally, we’ll discuss how we cracked cyberbullying using transformers, how we dealt with social networks, and share some tips and tricks.
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