Anuj Gupta
Independent Researcher
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location_on India
Member since 10 months
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Anuj Gupta
Specialises In (based on submitted proposals)
I am currently working as "Independent Researcher". Prior to this, I was heading ML efforts forHuawei Technologies, Freshworks, Chennai and Airwoot, Delhi. I did my masters in theoretical computer science from IIIT Hyderabad and I dropped out of my Phd from IIT Delhi to work with startups.
I am a regular speaker at ML conferences like Pydata, Nvidia forums, Fifth Elephant, Anthill. I have also conducted a bunch of workshop attended by machine learning practitioners. I am also the co-organizer for one of the early Deep Learning meetups in Bangalore. I am also Editor of "Anthill-2018" - deep learning focused conference by HasGeek.
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Sarcasm Detection : Achilles Heel of sentiment analysis
45 Mins
Talk
Intermediate
Sentiment analysis has been for long poster boy problem of NLP and has attracted a lot of research. However, despite so much work in this sub area, most sentiment analysis models fail miserably in handling sarcasm. Rise in usage of sentiment models for analysis social data has only exposed this gap further. Owing to the subtilty of language involved, sarcasm detection is not easy and has facinated NLP community.
Most attempts at sarcasm detection still depend on hand crafted features which are dataset specific. In this talk we see some of the very recent attempts to leverage recent advances in NLP for building generic models for sarcasm detection.
Key take aways:
+ Challenges in sarcasm detection
+ Deep dive into a end to end solution using DL to build generic models for sarcasm detection
+ Short comings and road forward -
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