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  ·  8 min  ·  deeplearning nlp 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  ·  14 min  ·  llm deeplearning learning 🛠 🔥

Autoencoders and Diffusers: A Brief Comparison

A quick overview of variational and denoising autoencoders and comparing them to diffusers.

11 Dec 2022  ·  3 min  ·  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  ·  19 min  ·  deeplearning nlp survey

RecSys 2021 - Papers and Talks to Chew on

Simple baselines, ideas, tech stacks, and packages to try.

03 Oct 2021  ·  5 min  ·  recsys deeplearning production survey

Reinforcement Learning for Recommendations and Search

Focusing on long-term rewards, exploration, and frequently updated item.

05 Sep 2021  ·  13 min  ·  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  ·  25 min  ·  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  ·  16 min  ·  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  ·  23 min  ·  nlp 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  ·  15 min  ·  machinelearning deeplearning spark 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  ·  11 min  ·  machinelearning deeplearning spark 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  ·  17 min  ·  recsys deeplearning nlp python 🛠

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  ·  14 min  ·  recsys deeplearning python 🛠

OMSCS CS7642 (Reinforcement Learning) Review and Tips

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) Review and Tips

OMSCS CS6476 Computer Vision - Performing computer vision tasks with ONLY numpy.

15 May 2017  ·  5 min  ·  omscs learning deeplearning python

Image search is now live!

A web app to find similar products based on image.

14 Jan 2017  ·  4 min  ·  deeplearning python production 🛠

Image classification API is now live!

A simple web app to classify fashion images into Amazon categories.

27 Nov 2016  ·  2 min  ·  deeplearning python production 🛠

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