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DigitalProductSchool

My life in Digital Product School - week 8/9/10

The 8/9/10th week retropect at Digital Product School

In DigitalProductSchool, Feb 24, 2020

Digital Product School week 5

The 5th week retropect at Digital Product School

In DigitalProductSchool, Feb 09, 2020

Digital Product School week 4

The 4th week retropect at Digital Product School

In DigitalProductSchool, Feb 01, 2020

Digital Product School week 1

The 1th week retropect at Digital Product School

In DigitalProductSchool, Jan 11, 2019

People in the World

Jeremy Howard

This is journey to find out ‘who am I trying to be?’

In People in the World, Dec 15, 2019

Julia Evans

This is journey to find out ‘who am I trying to be?’

In People in the World, Nov 20, 2019

Elif Shafak

This is journey to find out ‘who am I trying to be?’

In People in the World, Nov 05, 2019

Retrospect

Retrospect of ACL 2020 paper writing

2020 Annual Conference of the Association for Computational Linguistics

In Retrospect, Jan 29, 2020

Retrospective on Pycon 2019 Korea (CoC Committee)

When I was volunteer, it seems like busy and hectic to managing that crowded conference.In my experience, to get things moving, it needs hierarchy.But it didn’t. Organizers emphasized...

In Retrospect, Nov 05, 2019

Resource

Why am I not listed as a contributor?!

From the end of last year, big changes have witnessed in NLP research.Embracing an unprecedented growth, I started to study new exciting results and advances.In doing so, I noticed I’...

In Resource, Jan 10, 2020

toy-project

Fastai.NLP

Algorithmic bias

Algorithms can encode & magnify human bias

In Fastai.NLP, Feb 20, 2020

fastai.v3

Part2 Transformer from scatch | fastai 2019 course -v3

Most of the code and model architecture come from a paper Attention is all you need and a repository of fastai

In fastai.v3, Dec 22, 2021

Part2 lesson 11, 08 datablock | fastai 2019 course -v3

Image source: fastai-data-block(Finally) we moved on to imagenette whose entire dataset might unfit to your RAM, so we grab each mini-batch as we need it.

In fastai.v3, Oct 14, 2021

Part2 lesson 10, 07 batchnorm | fastai 2019 course -v3

Image Source: DeepLizard Youtube video

In fastai.v3, Sep 24, 2021

Part2 lesson 10, 5ab, closure&decorator, early stopping

Direct link to answer: link

In fastai.v3, Aug 25, 2021

Part2 lesson 9, 01 matmul & 02 fully-connected | fastai 2019 course -v3

Quick code manual (to review), https://github.com/fastai/course-v3/tree/master/nbs/dl2/01 & 02

In fastai.v3, Apr 23, 2021

Part2 lesson 10, 05 anneal | fastai 2019 course -v3

Image reference: https://arxiv.org/pdf/1608.03983v5.pdf

In fastai.v3, Apr 22, 2021

Sylvain Gugger at a joint NYC AI & ML x NYC PyTorch on 03/20/2019

Note from Sylvain Gugger’s talk at a joint NYC AI & ML x NYC PyTorch on 03/20/2019. Video / Slide </br>

In fastai.v3, Jul 23, 2020

Part2 lesson 10, 04 callbacks | fastai 2019 course -v3

Since fastai instructor people highly emphasized to copy the code from scratch, I’ve been using that approach.It was fine with Part1, but from Part2, applying same strategy which was ...

In fastai.v3, Jul 21, 2020

Part2 lesson 9, 03_minibatch_training | fastai 2019 course -v3

This session is highly related to what is torch.nn really? by Jeremy Howard.

In fastai.v3, Jul 14, 2020

Part1 lesson7 | fastai 2019 course-v3

Note of lesson7 : Deep Learning Part 1 of Spring 2019 at USF, version 3 course

In fastai.v3, Apr 29, 2020

Part1 lesson6 note | fastai 2019 course-v3

[v1] Thu, 16 Apr 2020

In fastai.v3, Apr 15, 2020

[Q&A] Image Segmentation, using Unet with Driving Video data

This post is about my questions while I was studying USF Deep Learning course about image segmentation task.All the answers are from the course, source code, library document, or docu...

In fastai.v3, Apr 02, 2020

SGD from scratch

Stochastic Gradient Descent from scratch

In fastai.v3, Mar 20, 2020

Gradient backward, Chain Rule, Refactoring

This note is divided into 4 section. Section1: What is the meaning of ‘deep-learning from foundations?’ Section2: What’s inside Pytorch Operator? Section3: Implem...

In fastai.v3, Mar 02, 2020

Implement forward&backward pass from scratch

This note is divided into 4 section. Section1: What is the meaning of ‘deep-learning from foundations?’ Section2: What’s inside Pytorch Operator? Section3: Implement forward&ba...

In fastai.v3, Mar 01, 2020

What's inside Pytorch Operator?

This note is divided into 4 section. Section1: What is the meaning of ‘deep-learning from foundations?’ Section2: What’s inside Pytorch Operator? Section3: Implement forward&ba...

In fastai.v3, Mar 01, 2020

What is the meaning of 'deep-learning from foundations?'

This note is divided into 4 section. Section1: What is the meaning of ‘deep-learning from foundations?’ Section2: What’s inside Pytorch Operator? Section3: Implement forward&ba...

In fastai.v3, Feb 29, 2020

Digging into convolution

Issues

In fastai.v3, Feb 28, 2020

fastai.v4

Part1 lesson7 note | fastai 2020 course-v4

Note of lesson7 : Deep Learning Part 1 of Spring 2020 at USF

In fastai.v4, Apr 29, 2020

Part1 lesson6 note | fastai 2020 course-v4

Note of lesson6 : Deep Learning Part 1 of Spring 2020 at USF

In fastai.v4, Apr 23, 2020

cs224n

CS224N | Winter2019 | Assignment 3 Solution

CS224n, 2019W - Assignment3 Solution

In cs224n, Jun 18, 2020

CS224N: NLP with Deep Learning | Winter2019 | Lecture5

Lecture 5: Dependency Parsing

In cs224n, Jun 10, 2020

CS224N: NLP with Deep Learning | Winter2019 | Lecture2

Images: Vector directions related to word classes (Rohde et al. 2005)

In cs224n, Jun 05, 2020

CS224N: NLP with Deep Learning | Winter2019 | Lecture1

Introduction and Word Vectors

In cs224n, May 30, 2020

QnA

[Question] Tracking status of of learning

Most contents of this QnA series are based on my own trouble, curiosity and sometimes for reminding.</br>

In QnA, Jun 05, 2020

[Answer] Tracking status of of learning

Most contents of this QnA series are based on my own trouble, curiosity and sometimes for reminding.</br>But, if you discovered this article through organic search and If you go...

In QnA, Jun 05, 2020