top of page
Search
Antoreep Jana
Mar 20, 20211 min read
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...
26 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
18 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
15 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
98 views0 comments
Antoreep Jana
Mar 11, 20212 min read
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...
15 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
2 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
6 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
8 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
7 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
5 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
8 views0 comments
Antoreep Jana
Mar 11, 20211 min read
Test Time Augmentations? What? How? When?
Test Time Augmentations are set of image augmentation methods applied before obtaining the final predictions. Similar to Data...
10 views0 comments
Antoreep Jana
Mar 11, 20211 min read
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...
9 views0 comments
Antoreep Jana
Nov 14, 20201 min read
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...
6 views0 comments
Antoreep Jana
Sep 9, 20201 min read
quick_ml YouTube Playlist
Find the playlist @ https://www.youtube.com/playlist?list=PLGEyUE8-Tz5Vaj0Wy5h0q8Dmn55MlG1CH
4 views0 comments
Antoreep Jana
Aug 28, 20201 min read
quick_ml Version 1.1.0 coming soon! (Data Augmentation)
Tomorrow, quick_ml Version 1.1.0 will be released. Stay tuned!
2 views0 comments
Antoreep Jana
Aug 26, 20201 min read
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...
5 views0 comments
Antoreep Jana
Aug 24, 20201 min read
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.
3 views0 comments
Antoreep Jana
Aug 23, 20201 min read
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...
4 views0 comments
Antoreep Jana
Aug 23, 20201 min read
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...
4 views0 comments
bottom of page