Anmol Goel
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anmolgoel.bsky.social
Anmol Goel
@anmolgoel.bsky.social
140 followers 970 following 2 posts
NLP ∩ Privacy
PhD @ TU Darmstadt x UCopenhagen
https://goel.ai
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Reposted by Anmol Goel
ukplab.bsky.social
#ICLR
»Differentially Private Steering for Large Language Model Alignment« by @anmolgoel.bsky.social, Yaxi Hu, Iryna Gurevych (@igurevych.bsky.social) & Amartya Sanyal (@amartyasanyal.bsky.social)

(2/🧵)
January 27, 2025 at 11:03 AM
Reposted by Anmol Goel
christophmolnar.bsky.social
Just realized BlueSky allows sharing valuable stuff cause it doesn't punish links. 🤩

Let's start with "What are embeddings" by @vickiboykis.com

The book is a great summary of embeddings, from history to modern approaches.

The best part: it's free.

Link: vickiboykis.com/what_are_emb...
Book outline Over the past decade, embeddings — numerical representations of machine learning features used as input to deep learning models — have become a foundational data structure in industrial machine learning systems. TF-IDF, PCA, and one-hot encoding have always been key tools in machine learning systems as ways to compress and make sense of large amounts of textual data. However, traditional approaches were limited in the amount of context they could reason about with increasing amounts of data. As the volume, velocity, and variety of data captured by modern applications has exploded, creating approaches specifically tailored to scale has become increasingly important. Google’s Word2Vec paper made an important step in moving from simple statistical representations to semantic meaning of words. The subsequent rise of the Transformer architecture and transfer learning, as well as the latest surge in generative methods has enabled the growth of embeddings as a foundational machine learning data structure. This survey paper aims to provide a deep dive into what embeddings are, their history, and usage patterns in industry. Cover image
November 22, 2024 at 11:13 AM
Reposted by Anmol Goel
ccliu.bsky.social
Sorry that I’m missing a lot of people. If you’re working on making NLP models more culturally aware, please DM me to be added.
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November 21, 2024 at 8:23 PM
Reposted by Anmol Goel
amartyasanyal.bsky.social
I made a starter pack for european researchers interested in some aspects of learning theory. The list is clearly inexhaustive. So please enter your suggestions in comments.

go.bsky.app/5o5uVnr
November 21, 2024 at 10:31 AM