“ALBERT: A Lite BERT for Self-supervised Learning of Language Representations” Summarized Papers 2020-09-01 7 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
“Accurate Image Super-Resolution Using Very Deep Convolutional Networks” Summarized Papers 2020-06-26 5 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
“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
How I set Windows GPU Environment for tensorflow, lightgbm, xgboost, catboost, etc… Tips 2019-03-13 5 minute read
Speech Recognition and Trigger Word Detection Deep-Learning Recurrent-Neural-Networks 2018-11-26 2 minute read
Learning Word Embedding - Word2Vec, Negative Sampling, GloVE Deep-Learning Recurrent-Neural-Networks 2018-11-22 6 minute read
GRU(Gated Recurrent Unit) and LSTM(Long Short Term Memory) Deep-Learning Recurrent-Neural-Networks 2018-11-21 4 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
Classic CNNs - LeNet-5, AlexNet, VGG-16 Convolutional-Neural-Networks Deep-Learning 2018-11-06 1 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
Data Mismatch of Training Set and Real World Examples Deep-Learning Structuring-Machine-Learning-Projects 2018-11-01 2 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
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
Bias/Variance and Regularization/Dropout Deep-Learning Improving-Deep-Neural-Networks 2018-10-23 2 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
Stochastic Gradient Descent and Mini-Batch Gradient Descent Machine-Learning 2018-10-10 3 minute read
Dimensionality Reduction and Principle Component Analysis (PCA) Machine-Learning 2018-10-09 3 minute read
Model Selection and Bias(Underfitting), Variance(Overfitting) Machine-Learning 2018-10-05 6 minute read
Regularized Linear Regression and Logistic Regression Cheatsheet Machine-Learning 2018-09-21 2 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
