Tag:
deeplearning
(17)Some Intuition on Attention and the Transformer
What's the big deal, intuition on query-key-value vectors, multiple heads, multiple layers, and more.
21 May 2023 Ā· 8 min Ā· deeplearning llm
Experimenting with LLMs to Research, Reflect, and Plan
Also, shortcomings in document retrieval and how to overcome them with search & recsys techniques.
09 Apr 2023 Ā· 14 min Ā· llm deeplearning learning š š„
Autoencoders and Diffusers: A Brief Comparison
A quick overview of variational and denoising autoencoders and comparing them to diffusers.
11 Dec 2022 Ā· 3 min Ā· deeplearning
Text-to-Image: Diffusion, Text Conditioning, Guidance, Latent Space
The fundamentals of text-to-image generation, relevant papers, and experimenting with DDPM.
27 Nov 2022 Ā· 19 min Ā· deeplearning llm survey
RecSys 2021 - Papers and Talks to Chew on
Simple baselines, ideas, tech stacks, and packages to try.
03 Oct 2021 Ā· 5 min Ā· recsys deeplearning production survey
Reinforcement Learning for Recommendations and Search
Focusing on long-term rewards, exploration, and frequently updated item.
05 Sep 2021 Ā· 13 min Ā· teardown recsys deeplearning
Patterns for Personalization in Recommendations and Search
A whirlwind tour of bandits, embedding+MLP, sequences, graph, and user embeddings.
13 Jun 2021 Ā· 25 min Ā· teardown recsys machinelearning deeplearning
RecSys 2020: Takeaways and Notable Papers
Emphasis on bias, more sequential models & bandits, robust offline evaluation, and recsys in the wild.
27 Sep 2020 Ā· 16 min Ā· recsys deeplearning production survey
NLP for Supervised Learning - A Brief Survey
Examining the broad strokes of NLP progress and comparing between models
16 Aug 2020 Ā· 23 min Ā· llm deeplearning survey
My Notes From Spark+AI Summit 2020 (Application-Specific Talks)
Part II of the previous write-up, this time on applications and frameworks of Spark in production
05 Jul 2020 Ā· 15 min Ā· machinelearning deeplearning production survey
My Notes From Spark+AI Summit 2020 (Application-Agnostic Talks)
Sharing my notes & practical knowledge from the conference for people who don't have the time.
28 Jun 2020 Ā· 11 min Ā· machinelearning deeplearning survey
Beating the Baseline Recommender with Graph & NLP in Pytorch
Beating the baseline using Graph & NLP techniques on PyTorch, AUC improvement of ~21% (Part 2 of 2).
13 Jan 2020 Ā· 17 min Ā· recsys deeplearning python š
Building a Strong Baseline Recommender in PyTorch, on a Laptop
Building a baseline recsys based on data scraped off Amazon. Warning - Lots of charts! (Part 1 of 2).
06 Jan 2020 Ā· 14 min Ā· recsys deeplearning python š
OMSCS CS7642 (Reinforcement Learning) Review and Tips
OMSCS CS7642 (Reinforcement Learning) - Landing rockets (fun!) via deep Q-Learning (and its variants).
30 Jul 2018 Ā· 6 min Ā· omscs learning deeplearning python
OMSCS CS6476 (Computer Vision) Review and Tips
OMSCS CS6476 Computer Vision - Performing computer vision tasks with ONLY numpy.
15 May 2017 Ā· 5 min Ā· omscs learning deeplearning python
Image search is now live!
A web app to find similar products based on image.
14 Jan 2017 Ā· 4 min Ā· deeplearning python production š
Image classification API is now live!
A simple web app to classify fashion images into Amazon categories.
27 Nov 2016 Ā· 2 min Ā· deeplearning python production š
Join 11,100+ readers getting updates on machine learning, RecSys, LLMs, and engineering.