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7 Must-know Techniques for Encoding Categorical Features
...summarized in a single frame.
17 hrs ago
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Avi Chawla
40
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7 Must-know Techniques for Encoding Categorical Features
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Logistic Regression Can NEVER Perfectly Model Well-separated Classes
But isn't well-separated data easiest to separate?
Dec 4
•
Avi Chawla
50
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Logistic Regression Can NEVER Perfectly Model Well-separated Classes
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Are You Misinterpreting the Purpose of Feature Scaling and Standardization?
Understanding scaling and standardization from the perspective of skewness.
Dec 3
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Avi Chawla
60
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Are You Misinterpreting the Purpose of Feature Scaling and Standardization?
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A Unique Perspective on Understanding the True Purpose of Hidden Layers in a Neural Network
Intuitive guide to handling non-linearity with neural networks.
Dec 2
•
Avi Chawla
67
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A Unique Perspective on Understanding the True Purpose of Hidden Layers in a Neural Network
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Feature Discretization: An Underappreciated Technique for Model Improvement
Understanding the rationale behind a powerful yet overlooked technique in machine learning.
Dec 1
•
Avi Chawla
62
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Feature Discretization: An Underappreciated Technique for Model Improvement
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November 2023
What Makes the Join() Method Blazingly Faster Than Iteration?
A reminder to always prefer specific methods over a generalized approach.
Nov 30
•
Avi Chawla
38
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What Makes the Join() Method Blazingly Faster Than Iteration?
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An Underrated Technique to Visually Assess Linear Regression Performance
Assumption turned into performance validation.
Nov 29
•
Avi Chawla
44
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An Underrated Technique to Visually Assess Linear Regression Performance
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Meet DBSCAN++: The Faster and Scalable Alternative to DBSCAN
Addressing major limitations of the most popular density-based clustering algorithm — DBSCAN.
Nov 28
•
Avi Chawla
82
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Meet DBSCAN++: The Faster and Scalable Alternative to DBSCAN
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Sourcery: The AI Pair Programmer That Every Python Programmer Must Have
Build reliable, documented and tested projects with Sourcery.
Nov 27
•
Avi Chawla
44
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Sourcery: The AI Pair Programmer That Every Python Programmer Must Have
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A Visual and Intuitive Guide to What Makes ReLU a Non-linear Activation Function
An intuitive guide to ReLU that you always wanted to read.
Nov 26
•
Avi Chawla
60
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A Visual and Intuitive Guide to What Makes ReLU a Non-linear Activation Function
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Effortlessly Scale tSNE to Millions of Data Points With openTSNE
The most optimized CPU implementation of tSNE.
Nov 25
•
Avi Chawla
30
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Effortlessly Scale tSNE to Millions of Data Points With openTSNE
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This GPU Accelerated tSNE Can Run Upto 700x Faster Than Sklearn
Addressing the limitations of Sklearn
Nov 24
•
Avi Chawla
49
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This GPU Accelerated tSNE Can Run Upto 700x Faster Than Sklearn
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