NLP-based workflow tool for journalists & storytellers. Style transfer for text: Augmenting writers with an AI-writing-assistant.
Bengaluru, India
Joined March 2015
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We show how to read a human-interpretable algorithm from a neural network's weights, by studying the circuits formed by the connections between individual neurons: distill.pub/2020/circuits/zo…
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T-NLG
"Better natural language generation can be transformational for a variety of applications, such as assisting authors with composing their content, saving one time by summarizing a long piece of text with digital assistants" @MSFTResearch #AI #NLP
microsoft.com/en-us/research…
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The longer it takes to become successful, the more prepared you will be to handle it.
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Totally crazy that you can squeeze BERT down to 7 MB without much drop in performance - "Extreme Language Model Compression with Optimal Subwords and Shared Projections," Zhao et al.: arxiv.org/abs/1909.11687
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NLP leaderboards are turning into who can pretrain the biggest architecture for the longest. But hey, maybe that's a good thing - people will realize they can't compete and get back to doing good science, caring about ablations instead of absolute leaderboard positions.
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Early on the neural network landscape was fragmented. In 2015, Keras started attracting attention. Today it’s Keras/TensorFlow and PyTorch.
(As of TF 2.0, Keras is the high level API for TensorFlow.)
3/3
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For example:
- don't try to solve all problems with automation. humans need help from humans. use tools. but add support staff, don't cut it.
- divine the solution. customers don't know how to solve their problems. you do. tell them how -- and implement it.
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Three weeks ago, we released a report with @PolisLSE highlighting how artificial intelligence can transform journalism.
We're building on that work with new guidelines to help newsrooms approach using #JournalismAI for the first time. goo.gle/2YENKZO
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Read our original post about how artificial intelligence is changing the news industry: goo.gle/2KvTCPi
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Excited we’re hosting Computation + Journalism on March 20!
Keynotes: @amandacox @dfreelon @DavMicRot
Talks: @databyler @micahcohen @AllisonSchrager @AlbertoCairo @kanarinka @ChristiansenJen @spetulla
Still accepting research, practice or tech papers! cj2020.northeastern.edu
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We have open-sourced wav2letter@anywhere, an inference framework for online speech recognition that delivers state-of-the-art performance. ai.facebook.com/blog/online-…
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Hang it there long enough
Truly listen to your customers
Build awesome software
You will catch a break – at San Mateo, CA
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Solving Natural Language Processing!
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DOinterview retweeted
My 2020 research wishlist: more of ↗️ a bit less of ↘️
↗️NLU/NLG convergence – ↘️fitting a classifier to every NLP task
↗️Datasets w. small/no training set – ↘️equating solving a task w. fitting a train/eval set
↗️Non-parametric models – ↘️embedding all knowledge in model weights
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Has anyone made a list of the companies that “got big slow”? Thinking of Shopify, 1Password, Craigslist, Minecraft, Squarespace.
These are multibillion dollar operations — not lifestyle businesses in the standard sense. But they didn’t take much/any outside capital for a while.
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We’ve launched the Deepfake Detection Challenge, an open, collaborative initiative to accelerate development of new technologies to detect deepfakes and manipulated media. The challenge features a new, unique data set of 100K-plus videos for researchers. ai.facebook.com/blog/deepfak…
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Apple is hiring engineers for the cross-functional ML team at Special Projects Group!
If you’re attending @NeurIPSConf, find me at the @Apple booth from 2.30-4pm on Tuesday (12/10). Or reach out and schedule some time, and I’d be happy to chat about our work!
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Will buying this book make you an NLP superstar like @kchonyc? Look, causal inference from observational data is a hard problem. All we can say for sure is that there is only one Kyunghyun Cho, and he has the book. Do you really want to risk *not* getting it?
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Meet the @Qualcomm #Snapdragon865.
This phenomenal chip has full on-chip speech to text!
It is perhaps one of the most incredible #VoiceFirst chip of this era.
I will be building around this masterpiece as soon as I can get a sample.
I can’t wait!