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An Animated Guide to KMeans
In 3Blue1Brown style.
May 25
•
Avi Chawla
4
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An Animated Guide to KMeans
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1:41
How to Actually Use Train, Validation and Test Set
Explained with an intuitive analogy.
Apr 30
•
Avi Chawla
3
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How to Actually Use Train, Validation and Test Set
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RBF Kernel Mathematically Explained
...and why it so powerful.
Apr 29
•
Avi Chawla
1
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RBF Kernel Mathematically Explained
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Why is Kernel Trick Called a "Trick"?
The mathematics behind kernel trick.
Apr 26
•
Avi Chawla
3
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Why is Kernel Trick Called a "Trick"?
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Knowledge Distillation using Teacher Assistant
Improved model compression.
Apr 25
•
Avi Chawla
2
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Knowledge Distillation using Teacher Assistant
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11 Types of Variables in a Dataset
Beyond features, targets, etc.
Apr 23
•
Avi Chawla
5
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11 Types of Variables in a Dataset
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Discriminative vs. Generative Models
A popular ML interview question.
Apr 21
•
Avi Chawla
5
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Discriminative vs. Generative Models
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25 Most Important Mathematical Definitions in DS
...in a single frame.
Apr 11
•
Avi Chawla
12
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25 Most Important Mathematical Definitions in DS
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11 Most Important DS Plots
...summarized visually.
Apr 2
•
Avi Chawla
5
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11 Most Important DS Plots
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Transfer Learning, Fine-tuning, Multitask Learning and Federated Learning
Four must-know model training paradigms.
Mar 26
•
Avi Chawla
7
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Transfer Learning, Fine-tuning, Multitask Learning and Federated Learning
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How are QQ Plots Created?
Creating one from scratch.
Mar 20
•
Avi Chawla
5
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Daily Dose of Data Science
How are QQ Plots Created?
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7 Categorical Data Encoding Techniques
...summarized in a single frame.
Mar 5
•
Avi Chawla
5
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7 Categorical Data Encoding Techniques
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