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Understanding Shallow vs Deep Copy
Shallow Copy Duplicate as little as possible whereas Deep Copy duplicates everything. Which means, By using a shallow copy, two...
Antoreep Jana
Mar 20, 20211 min read
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ROC Curves & Precision-Recall Curves for Classification
Receiver Operating Characteristic Curve, or ROC Curve. Plot of False Positive Rate (X-Axis) vs True Positive Rate (y-axis). True Positive...
Antoreep Jana
Mar 11, 20211 min read
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PseudoLabeling - Dealing with Small Datasets
Pesudo Labels as the name suggests, is the method of assigning samples labels which by-default are unlabeled. The image above clearly...
Antoreep Jana
Mar 11, 20211 min read
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What is Label Smoothing?
Label Smoothing is one of the many regularization techniques Formula of Label Smoothing -> y_ls = (1 - a) * y_hot + a / k k -> number of...
Antoreep Jana
Mar 11, 20211 min read
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Understanding Precision vs Recall - Most Misunderstood topic
We'll begin with the definitions. Then we'll proceed to understandings. Finally, conclude with their applications. Precision -> True...
Antoreep Jana
Mar 11, 20212 min read
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Understanding Class Weights
Using class weights, you make the classifier aware of how to treat the various classes in the cost function. In this process, you give...
Antoreep Jana
Mar 11, 20211 min read
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Download Kaggle Dataset in Google Colab Notebooks in just 3 lines.
Many kagglers like to work on Google Colab and Kaggle Kernels simultaneously. However, migrating the dataset to Google Colab is bit...
Antoreep Jana
Mar 11, 20211 min read
6 views
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Understanding Various Sampling Methods
Sampling in lay man terms would mean a customized data distribution to solve the purpose/requirement. Sampling is an important topic of...
Antoreep Jana
Mar 11, 20211 min read
8 views
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Feature Selection vs Feature Removal : Dimensionality Reduction
Dimensionality Reduction is method used to overcome the curse of dimensionality. When the number of independent features increase...
Antoreep Jana
Mar 11, 20211 min read
7 views
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Understanding Standardization v/s Normalization
I have tried to summarize one of the most common queries. If anyone has any query, please ask in the comment section. If someone has...
Antoreep Jana
Mar 11, 20211 min read
5 views
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Lasso & Ridge Regression (L1 & L2)
Lasso & Ridge regression techniques are used to counter the overfitting which may result from the model complexity in simple linear...
Antoreep Jana
Mar 11, 20211 min read
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Test Time Augmentations? What? How? When?
Test Time Augmentations are set of image augmentation methods applied before obtaining the final predictions. Similar to Data...
Antoreep Jana
Mar 11, 20211 min read
10 views
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Accuracy vs Loss Conflict
Accuracy vs Loss is usually neglected. People usually consider and care about the accuracy metric while model training. However, loss is...
Antoreep Jana
Mar 11, 20211 min read
9 views
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quick_ml Webinar Session November
This webinar session will be a fund-raiser which will be entirely used in upgrading quick_ml. If you want to share your contribution...
Antoreep Jana
Nov 14, 20201 min read
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quick_ml YouTube Playlist
Find the playlist @ https://www.youtube.com/playlist?list=PLGEyUE8-Tz5Vaj0Wy5h0q8Dmn55MlG1CH
Antoreep Jana
Sep 9, 20201 min read
4 views
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quick_ml Version 1.1.0 coming soon! (Data Augmentation)
Tomorrow, quick_ml Version 1.1.0 will be released. Stay tuned!
Antoreep Jana
Aug 28, 20201 min read
2 views
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quick_ml v1.0.0 Stable/Production version released
quick_ml version 1.0.0 stable version released. Please explore the package and give a lot of feedback. Package won't stop here. The...
Antoreep Jana
Aug 26, 20201 min read
5 views
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Add your how to queries here....
In the comment section, add your how to queries for issues or methods you couldn't fully understand their utilization.
Antoreep Jana
Aug 24, 20201 min read
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How to use this site?
Using Installation This section tells us how to quickly get started with the package without any troubles. Using the Examples It's always...
Antoreep Jana
Aug 23, 20201 min read
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quick_ml stable version coming soon...
version 1.0 of quick_ml coming soon.... stay tuned! Any ways, many more improvements and up-gradations to be brought. That's always on...
Antoreep Jana
Aug 23, 20201 min read
4 views
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