Posts by Category

Speech Recognition and Trigger Word Detection

Deep-Learning Recurrent-Neural-Networks

2018-11-26

2 minute read

Attention Model

Deep-Learning Recurrent-Neural-Networks

2018-11-25

2 minute read

Bleu Score

Deep-Learning Recurrent-Neural-Networks

2018-11-25

2 minute read

Beam Search

Deep-Learning Recurrent-Neural-Networks

2018-11-24

3 minute read

Sequence to Sequence Model

Deep-Learning Recurrent-Neural-Networks

2018-11-24

2 minute read

Debiasing Word Embeddings

Deep-Learning Recurrent-Neural-Networks

2018-11-23

2 minute read

Sentiment Classification

Deep-Learning Recurrent-Neural-Networks

2018-11-23

less than 1 minute read

Learning Word Embedding - Word2Vec, Negative Sampling, GloVE

Deep-Learning Recurrent-Neural-Networks

2018-11-22

6 minute read

Word Embedding

Deep-Learning Recurrent-Neural-Networks

2018-11-21

4 minute read

Bidirectional RNN and Deep RNN

Deep-Learning Recurrent-Neural-Networks

2018-11-21

1 minute read

GRU(Gated Recurrent Unit) and LSTM(Long Short Term Memory)

Deep-Learning Recurrent-Neural-Networks

2018-11-21

4 minute read

Language Model with RNN

Deep-Learning Recurrent-Neural-Networks

2018-11-20

4 minute read

What is a Recurrent Neural Network?

Deep-Learning Recurrent-Neural-Networks

2018-11-20

3 minute read

Neural Style Transfer

Convolutional-Neural-Networks Deep-Learning

2018-11-15

4 minute read

Face Recognition

Convolutional-Neural-Networks Deep-Learning

2018-11-15

5 minute read

YOLO Algorithm

Convolutional-Neural-Networks Deep-Learning

2018-11-12

7 minute read

Sliding Windows Detection and Convolutional Way to Implement It

Convolutional-Neural-Networks Deep-Learning

2018-11-09

3 minute read

Object Localization and Landmark Detection

Convolutional-Neural-Networks Deep-Learning

2018-11-09

4 minute read

Practical Advices for Using ConvNets

Convolutional-Neural-Networks Deep-Learning

2018-11-08

2 minute read

Inception Network

Convolutional-Neural-Networks Deep-Learning

2018-11-08

2 minute read

ResNet

Convolutional-Neural-Networks Deep-Learning

2018-11-07

1 minute read

Classic CNNs - LeNet-5, AlexNet, VGG-16

Convolutional-Neural-Networks Deep-Learning

2018-11-06

1 minute read

Pooling Layer

Convolutional-Neural-Networks Deep-Learning

2018-11-06

1 minute read

Convolution

Convolutional-Neural-Networks Deep-Learning

2018-11-05

4 minute read

Intro to Convolutional Neural Network

Convolutional-Neural-Networks Deep-Learning

2018-11-04

4 minute read

End-to-End Deep Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-02

1 minute read

Multi-task Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-02

2 minute read

Transfer Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-02

2 minute read

Data Mismatch of Training Set and Real World Examples

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-01

2 minute read

Error Analysis

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-01

1 minute read

Deciding Which Way to Prioritize - Avoidable Bias and Variance

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-01

2 minute read

Setting Development Set and Test Set

Deep-Learning Structuring-Machine-Learning-Projects

2018-10-30

1 minute read

Setting Metric for Machine Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-10-30

2 minute read

Orthogonalization in Machine Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-10-30

1 minute read

Batch Normalization

Deep-Learning Improving-Deep-Neural-Networks

2018-10-28

4 minute read

Hyperparameter Tuning

Deep-Learning Improving-Deep-Neural-Networks

2018-10-26

2 minute read

Gradient Descent Optimization Algorithms with Momentum, RMSProp, and Adam

Deep-Learning Improving-Deep-Neural-Networks

2018-10-26

4 minute read

Exponentially Weighted Moving Average

Deep-Learning Improving-Deep-Neural-Networks

2018-10-25

2 minute read

Mini-Batch Gradient Descent and Learning Rate Decay

Deep-Learning Improving-Deep-Neural-Networks

2018-10-24

3 minute read

Gradient Check

Deep-Learning Improving-Deep-Neural-Networks

2018-10-24

1 minute read

Vanishing/Exploding Gradients

Deep-Learning Improving-Deep-Neural-Networks

2018-10-24

4 minute read

Bias/Variance and Regularization/Dropout

Deep-Learning Improving-Deep-Neural-Networks

2018-10-23

2 minute read

Initialization of Weights

Deep-Learning Neural-Networks-Basics

2018-10-23

5 minute read

Activation Functions

Deep-Learning Neural-Networks-Basics

2018-10-23

1 minute read

Forward and Backward Propagation in Neural Networks

Deep-Learning Neural-Networks-Basics

2018-10-22

1 minute read

Forward and Backward Propagation in Binary Logistic Regression

Deep-Learning Neural-Networks-Basics

2018-10-20

2 minute read

“ALBERT: A Lite BERT for Self-supervised Learning of Language Representations” Summarized

Papers

2020-09-01

7 minute read

“Generative Pretraining from Pixels” Summarized

Papers

2020-08-26

11 minute read

“Language Models are Few-Shot Learners” Summarized

Papers

2020-08-19

16 minute read

“BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding” Summarized

Papers

2020-08-11

10 minute read

“A Simple Framework for Contrastive Learning of Visual Representations” Summarized

Papers

2020-08-06

6 minute read

“Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization” Summarized

Papers

2020-07-21

4 minute read

“Image Style Transfer Using Convolutional Neural Networks” Summarized

Papers

2020-06-29

6 minute read

“Playing Atari with Deep Reinforcement Learning” Summarized

Papers

2020-06-26

9 minute read

“Accurate Image Super-Resolution Using Very Deep Convolutional Networks” Summarized

Papers

2020-06-26

5 minute read

“Deformable Convolutional Networks” Summarized

Papers

2020-06-25

5 minute read

“Generative Adversarial Nets” Summarized

Papers

2020-06-24

3 minute read

“Representation Flow for Action Recognition” Summarized

Papers

2019-12-21

14 minute read

“Self-training with Noisy Student improves ImageNet classification” Summarized

Papers

2019-11-14

8 minute read

“CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features” Summarized

Papers

2019-11-06

7 minute read

“EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks” Summarized

Papers

2019-11-05

5 minute read

“Attention Is All You Need” Summarized

Papers

2019-10-30

12 minute read

“UNET++: A Nested U-Net Architecture for Medical Image Segmentation” Summarized

Papers

2019-10-21

4 minute read

“U-Net: Convolutional Networks for Biomedical Image Segmentation” Summarized

Papers

2019-10-11

6 minute read

“MobileNetV2: Inverted Residuals and Linear Bottleneck” Summarized

Papers

2019-10-10

8 minute read

“Neural Architecture Search with Reinforcement Learning” Summarized

Papers

2019-09-27

10 minute read

“Deep Residual Learning for Image Recognition” Summarized

Papers

2019-09-23

9 minute read

Unsupervised Learning with scikit learn

Applied-Data-Science-with-Python Applied-Machine-Learning-in-Python

2018-09-11

16 minute read

Supervised Learning with scikit-learn

Applied-Data-Science-with-Python Applied-Machine-Learning-in-Python

2018-09-11

12 minute read

Supervised Learning

Applied-Data-Science-with-Python Applied-Machine-Learning-in-Python

2018-09-11

24 minute read

Introduction to Machine Learning

Applied-Data-Science-with-Python Applied-Machine-Learning-in-Python

2018-09-09

9 minute read

Plotting from Pandas and with Seaborn

Applied-Data-Plotting-in-Python Applied-Data-Science-with-Python

2018-09-08

5 minute read

Applied Charting with Matplotlib (Subplots, Histogram, Box and Whisker Plot, Heatmap, Animation)

Applied-Data-Plotting-in-Python Applied-Data-Science-with-Python

2018-09-07

7 minute read

Basic Charting with Matplotlib (Scatterplot, Barchart, Lineplot)

Applied-Data-Plotting-in-Python Applied-Data-Science-with-Python

2018-09-07

4 minute read

Principles of Information Visualization (Visualization Wheel, Data-Ink Ratio, Chart Junk, Lie Factor, Truthful Art)

Applied-Data-Plotting-in-Python Applied-Data-Science-with-Python

2018-09-07

6 minute read

Statistical Analysis in Python (Distribution, Hypothesis Testing)

Applied-Data-Science-with-Python Introduction-to-Data-Science-in-Python

2018-09-06

5 minute read

Advanced Python Pandas (Merging, Apply, Groupby, Pivot, Date)

Applied-Data-Science-with-Python Introduction-to-Data-Science-in-Python

2018-09-06

18 minute read

Data Processing with Pandas

Applied-Data-Science-with-Python Introduction-to-Data-Science-in-Python

2018-09-06

22 minute read

Network Evolution (Preferential Attachment Model, Small World Model, Link Prediction)

Applied-Data-Science-with-Python Applied-Social-Network-Analysis-in-Python

2018-09-05

26 minute read

Influence Measures and Network Centrality

Applied-Data-Science-with-Python Applied-Social-Network-Analysis-in-Python

2018-09-03

15 minute read

Network Connectivity

Applied-Data-Science-with-Python Applied-Social-Network-Analysis-in-Python

2018-09-02

16 minute read

Intro to Networks and Basics on NetworkX

Applied-Data-Science-with-Python Applied-Social-Network-Analysis-in-Python

2018-09-01

20 minute read

Topic Modeling

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-31

15 minute read

Classification of Text

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-23

12 minute read

Basic Natural Language Processing

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-21

9 minute read

Regular Expressions (Regex)

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-19

3 minute read

Working with text in Python

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-19

8 minute read

Stochastic Gradient Descent and Mini-Batch Gradient Descent

Machine-Learning

2018-10-10

3 minute read

Recommender System - Collaborative Filtering

Machine-Learning

2018-10-10

3 minute read

Anomaly Detection and Gaussian Distribution

Machine-Learning

2018-10-09

4 minute read

Dimensionality Reduction and Principle Component Analysis (PCA)

Machine-Learning

2018-10-09

3 minute read

Clustering and K-Means Algorithm

Machine-Learning

2018-10-09

2 minute read

Support Vector Machine (SVM) and Kernels

Machine-Learning

2018-10-07

6 minute read

Evaluation Metrics for Machine Learning Models

Machine-Learning

2018-10-07

5 minute read

Model Selection and Bias(Underfitting), Variance(Overfitting)

Machine-Learning

2018-10-05

6 minute read

Neural Networks

Machine-Learning

2018-09-22

5 minute read

Regularized Linear Regression and Logistic Regression Cheatsheet

Machine-Learning

2018-09-21

2 minute read

Overfitting, Underfitting, and Regularization

Machine-Learning

2018-09-21

2 minute read

Logistic Regression

Machine-Learning

2018-09-20

8 minute read

Normal Equation in Linear Regression

Machine-Learning

2018-09-20

less than 1 minute read

Polynomial Regression

Machine-Learning

2018-09-20

1 minute read

Feature Normalization

Machine-Learning

2018-09-20

1 minute read

Multivariate Linear Regression

Machine-Learning

2018-09-20

4 minute read

Univariate Linear Regression

Machine-Learning

2018-09-17

3 minute read

Supervised and Unsupervised Learning

Machine-Learning

2018-09-13

2 minute read

Speech Recognition and Trigger Word Detection

Deep-Learning Recurrent-Neural-Networks

2018-11-26

2 minute read

Attention Model

Deep-Learning Recurrent-Neural-Networks

2018-11-25

2 minute read

Bleu Score

Deep-Learning Recurrent-Neural-Networks

2018-11-25

2 minute read

Beam Search

Deep-Learning Recurrent-Neural-Networks

2018-11-24

3 minute read

Sequence to Sequence Model

Deep-Learning Recurrent-Neural-Networks

2018-11-24

2 minute read

Debiasing Word Embeddings

Deep-Learning Recurrent-Neural-Networks

2018-11-23

2 minute read

Sentiment Classification

Deep-Learning Recurrent-Neural-Networks

2018-11-23

less than 1 minute read

Learning Word Embedding - Word2Vec, Negative Sampling, GloVE

Deep-Learning Recurrent-Neural-Networks

2018-11-22

6 minute read

Word Embedding

Deep-Learning Recurrent-Neural-Networks

2018-11-21

4 minute read

Bidirectional RNN and Deep RNN

Deep-Learning Recurrent-Neural-Networks

2018-11-21

1 minute read

GRU(Gated Recurrent Unit) and LSTM(Long Short Term Memory)

Deep-Learning Recurrent-Neural-Networks

2018-11-21

4 minute read

Language Model with RNN

Deep-Learning Recurrent-Neural-Networks

2018-11-20

4 minute read

What is a Recurrent Neural Network?

Deep-Learning Recurrent-Neural-Networks

2018-11-20

3 minute read

Neural Style Transfer

Convolutional-Neural-Networks Deep-Learning

2018-11-15

4 minute read

Face Recognition

Convolutional-Neural-Networks Deep-Learning

2018-11-15

5 minute read

YOLO Algorithm

Convolutional-Neural-Networks Deep-Learning

2018-11-12

7 minute read

Sliding Windows Detection and Convolutional Way to Implement It

Convolutional-Neural-Networks Deep-Learning

2018-11-09

3 minute read

Object Localization and Landmark Detection

Convolutional-Neural-Networks Deep-Learning

2018-11-09

4 minute read

Practical Advices for Using ConvNets

Convolutional-Neural-Networks Deep-Learning

2018-11-08

2 minute read

Inception Network

Convolutional-Neural-Networks Deep-Learning

2018-11-08

2 minute read

ResNet

Convolutional-Neural-Networks Deep-Learning

2018-11-07

1 minute read

Classic CNNs - LeNet-5, AlexNet, VGG-16

Convolutional-Neural-Networks Deep-Learning

2018-11-06

1 minute read

Pooling Layer

Convolutional-Neural-Networks Deep-Learning

2018-11-06

1 minute read

Convolution

Convolutional-Neural-Networks Deep-Learning

2018-11-05

4 minute read

Intro to Convolutional Neural Network

Convolutional-Neural-Networks Deep-Learning

2018-11-04

4 minute read

End-to-End Deep Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-02

1 minute read

Multi-task Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-02

2 minute read

Transfer Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-02

2 minute read

Data Mismatch of Training Set and Real World Examples

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-01

2 minute read

Error Analysis

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-01

1 minute read

Deciding Which Way to Prioritize - Avoidable Bias and Variance

Deep-Learning Structuring-Machine-Learning-Projects

2018-11-01

2 minute read

Setting Development Set and Test Set

Deep-Learning Structuring-Machine-Learning-Projects

2018-10-30

1 minute read

Setting Metric for Machine Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-10-30

2 minute read

Orthogonalization in Machine Learning

Deep-Learning Structuring-Machine-Learning-Projects

2018-10-30

1 minute read

Batch Normalization

Deep-Learning Improving-Deep-Neural-Networks

2018-10-28

4 minute read

Hyperparameter Tuning

Deep-Learning Improving-Deep-Neural-Networks

2018-10-26

2 minute read

Gradient Descent Optimization Algorithms with Momentum, RMSProp, and Adam

Deep-Learning Improving-Deep-Neural-Networks

2018-10-26

4 minute read

Exponentially Weighted Moving Average

Deep-Learning Improving-Deep-Neural-Networks

2018-10-25

2 minute read

Mini-Batch Gradient Descent and Learning Rate Decay

Deep-Learning Improving-Deep-Neural-Networks

2018-10-24

3 minute read

Gradient Check

Deep-Learning Improving-Deep-Neural-Networks

2018-10-24

1 minute read

Vanishing/Exploding Gradients

Deep-Learning Improving-Deep-Neural-Networks

2018-10-24

4 minute read

Bias/Variance and Regularization/Dropout

Deep-Learning Improving-Deep-Neural-Networks

2018-10-23

2 minute read

Topic Modeling

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-31

15 minute read

Classification of Text

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-23

12 minute read

Basic Natural Language Processing

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-21

9 minute read

Regular Expressions (Regex)

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-19

3 minute read

Working with text in Python

Applied-Data-Science-with-Python Applied-Text-Mining-in-Python

2018-08-19

8 minute read

Generalized Linear Models (GLM)

Tips

2020-09-15

3 minute read

Autoencoders

Tips

2020-07-21

15 minute read

How to Use Python Multiprocessing in Windows10

Tips

2019-08-01

6 minute read

Windows10에서 tensorflow, lightgbm 등 머신러닝 GPU 환경 세팅하는 법 총정리

Tips

2019-04-06

3 minute read

How I set Windows GPU Environment for tensorflow, lightgbm, xgboost, catboost, etc…

Tips

2019-03-13

5 minute read

Network Evolution (Preferential Attachment Model, Small World Model, Link Prediction)

Applied-Data-Science-with-Python Applied-Social-Network-Analysis-in-Python

2018-09-05

26 minute read

Influence Measures and Network Centrality

Applied-Data-Science-with-Python Applied-Social-Network-Analysis-in-Python

2018-09-03

15 minute read

Network Connectivity

Applied-Data-Science-with-Python Applied-Social-Network-Analysis-in-Python

2018-09-02

16 minute read

Intro to Networks and Basics on NetworkX

Applied-Data-Science-with-Python Applied-Social-Network-Analysis-in-Python

2018-09-01

20 minute read

Plotting from Pandas and with Seaborn

Applied-Data-Plotting-in-Python Applied-Data-Science-with-Python

2018-09-08

5 minute read

Applied Charting with Matplotlib (Subplots, Histogram, Box and Whisker Plot, Heatmap, Animation)

Applied-Data-Plotting-in-Python Applied-Data-Science-with-Python

2018-09-07

7 minute read

Basic Charting with Matplotlib (Scatterplot, Barchart, Lineplot)

Applied-Data-Plotting-in-Python Applied-Data-Science-with-Python

2018-09-07

4 minute read

Principles of Information Visualization (Visualization Wheel, Data-Ink Ratio, Chart Junk, Lie Factor, Truthful Art)

Applied-Data-Plotting-in-Python Applied-Data-Science-with-Python

2018-09-07

6 minute read

Unsupervised Learning with scikit learn

Applied-Data-Science-with-Python Applied-Machine-Learning-in-Python

2018-09-11

16 minute read

Supervised Learning with scikit-learn

Applied-Data-Science-with-Python Applied-Machine-Learning-in-Python

2018-09-11

12 minute read

Supervised Learning

Applied-Data-Science-with-Python Applied-Machine-Learning-in-Python

2018-09-11

24 minute read

Introduction to Machine Learning

Applied-Data-Science-with-Python Applied-Machine-Learning-in-Python

2018-09-09

9 minute read

Initialization of Weights

Deep-Learning Neural-Networks-Basics

2018-10-23

5 minute read

Activation Functions

Deep-Learning Neural-Networks-Basics

2018-10-23

1 minute read

Forward and Backward Propagation in Neural Networks

Deep-Learning Neural-Networks-Basics

2018-10-22

1 minute read

Forward and Backward Propagation in Binary Logistic Regression

Deep-Learning Neural-Networks-Basics

2018-10-20

2 minute read

Statistical Analysis in Python (Distribution, Hypothesis Testing)

Applied-Data-Science-with-Python Introduction-to-Data-Science-in-Python

2018-09-06

5 minute read

Advanced Python Pandas (Merging, Apply, Groupby, Pivot, Date)

Applied-Data-Science-with-Python Introduction-to-Data-Science-in-Python

2018-09-06

18 minute read

Data Processing with Pandas

Applied-Data-Science-with-Python Introduction-to-Data-Science-in-Python

2018-09-06

22 minute read

Neural Style Transfer with Tensorflow Eager Execution

Practice

2018-11-28

23 minute read