deeplearning
(17)What's the big deal, intuition on query-key-value vectors, multiple heads, multiple layers, and more.
21 May 2023  ·  8 min  ·  deeplearning nlp llm
Also, shortcomings in document retrieval and how to overcome them with search & recsys techniques.
09 Apr 2023  ·  14 min  ·  llm deeplearning learning 🛠 🔥
A quick overview of variational and denoising autoencoders and comparing them to diffusers.
11 Dec 2022  ·  3 min  ·  deeplearning
The fundamentals of text-to-image generation, relevant papers, and experimenting with DDPM.
27 Nov 2022  ·  19 min  ·  deeplearning nlp survey
Simple baselines, ideas, tech stacks, and packages to try.
03 Oct 2021  ·  5 min  ·  recsys deeplearning production survey
Focusing on long-term rewards, exploration, and frequently updated item.
05 Sep 2021  ·  13 min  ·  teardown recsys deeplearning
A whirlwind tour of bandits, embedding+MLP, sequences, graph, and user embeddings.
13 Jun 2021  ·  25 min  ·  teardown recsys machinelearning deeplearning
Emphasis on bias, more sequential models & bandits, robust offline evaluation, and recsys in the wild.
27 Sep 2020  ·  16 min  ·  recsys deeplearning production survey
Examining the broad strokes of NLP progress and comparing between models
16 Aug 2020  ·  23 min  ·  nlp deeplearning survey
Part II of the previous write-up, this time on applications and frameworks of Spark in production
05 Jul 2020  ·  15 min  ·  machinelearning deeplearning spark production survey
Sharing my notes & practical knowledge from the conference for people who don't have the time.
28 Jun 2020  ·  11 min  ·  machinelearning deeplearning spark survey
Beating the baseline using Graph & NLP techniques on PyTorch, AUC improvement of ~21% (Part 2 of 2).
13 Jan 2020  ·  17 min  ·  recsys deeplearning nlp python 🛠
Building a baseline recsys based on data scraped off Amazon. Warning - Lots of charts! (Part 1 of 2).
06 Jan 2020  ·  14 min  ·  recsys deeplearning python 🛠
OMSCS CS7642 (Reinforcement Learning) - Landing rockets (fun!) via deep Q-Learning (and its variants).
30 Jul 2018  ·  6 min  ·  omscs learning deeplearning python
OMSCS CS6476 Computer Vision - Performing computer vision tasks with ONLY numpy.
15 May 2017  ·  5 min  ·  omscs learning deeplearning python
A web app to find similar products based on image.
14 Jan 2017  ·  4 min  ·  deeplearning python production 🛠
A simple web app to classify fashion images into Amazon categories.
27 Nov 2016  ·  2 min  ·  deeplearning python production 🛠
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