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Sneha Ghantasala
Sneha Ghantasala

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Apr 29, 2021

NLP: Word Embedding Algorithms

What are Word Embedding Algorithms and why are they Useful? Word Embedding algorithms help create more meaningful vector representations for a word in a vocabulary. To train any ML model we need to have inputs as numbers. The input for NLP models is text (words), so we need to have…

Word 2 Vec

6 min read

NLP: Word Embedding Algorithms
NLP: Word Embedding Algorithms
Word 2 Vec

6 min read


Dec 29, 2020

ML PAPER: STYLEGAN — TL;DR

Research paper: A Style-Based Generator Architecture for Generative Adversarial Networks Paper published — 29th March 2019 — by Nvidia Website: https://github.com/NVlabs/stylegan Disclaimer: These are just notes and lot of the text is taken from the paper. Main contributions: They propose an alternative generator architecture for generative adversarial networks (GANs), borrowing…

Stylegan

5 min read

ML PAPER: STYLEGAN — TL;DR
ML PAPER: STYLEGAN — TL;DR
Stylegan

5 min read


Dec 29, 2020

ML PAPER: CYCLEGAN — TL;DR

Research Paper: Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Paper published — 24th August 2020 — Berkeley AI Research (BAIR) Laboratory, UC Berkeley Website: https://junyanz.github.io/CycleGAN/ Pytorch implementation: https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix Torch implementation: https://github.com/junyanz/CycleGAN Disclaimer: These are just notes and lot of the text is taken from the paper.

Cyclegan

16 min read

Cyclegan

16 min read


Dec 27, 2020

ML PAPER: PIX2PIX — TL;DR

Research Paper: Image-to-Image Translation with Conditional Adversarial Networks Paper published — 26th Nov 2018 — Berkeley AI Research (BAIR) Laboratory, UC Berkeley Disclaimer: These are just notes and lot of the text is taken from the paper. Earlier papers have focused on specific applications, and it has remained unclear how…

Pix 2 Pix

8 min read

Pix 2 Pix

8 min read


Dec 27, 2020

ML PAPER: PROGRESSIVE GANs — TL;DR

Research paper: “PROGRESSIVE GROWING OF GANS FOR IMPROVED QUALITY, STABILITY, AND VARIATION” Paper published — 26th Feb 2018— by Nvidia Disclaimer: These are just notes and lot of the text is taken from the paper. They describe a new training methodology for generative adversarial networks. The key idea is to…

Progressive Gans

5 min read

ML PAPER: PROGRESSIVE GANs — TL;DR
ML PAPER: PROGRESSIVE GANs — TL;DR
Progressive Gans

5 min read


Dec 27, 2020

ML PAPER: NEURAL STYLE TRANSFER — TL;DR

Research paper: “A Neural Algorithm of Artistic Style” by Leon A. Gatys, et. al published on September 2, 2015. Disclaimer: These are just notes and lot of the text is taken from the paper. The paper describes and formulates Neural Style Transfer. Its main takeaway is an algorithmic understanding of…

Neural Style Transfer

2 min read

Neural Style Transfer

2 min read

Sneha Ghantasala

Sneha Ghantasala

6 Followers

Deep Learning

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