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Boost Sklearn Model Training and Inference by Doing (Almost) Nothing
...along with a lesser-known advice on vectorized operations.
Avi Chawla
Nov 17
43
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Boost Sklearn Model Training and Inference by Doing (Almost) Nothing
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Federated Learning: An Overlooked ML Technique That Deserves More Attention
A step towards privacy-preserving ML.
Avi Chawla
Nov 13
58
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Federated Learning: An Overlooked ML Technique That Deserves More Attention
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Transfer Learning vs. Fine-tuning vs. Multitask Learning vs. Federated Learning
Four critical model training paradigms that you MUST know for real-world ML modelling.
Avi Chawla
Nov 7
65
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Transfer Learning vs. Fine-tuning vs. Multitask Learning vs. Federated Learning
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How to Interpret Reconstruction Loss While Detecting Multivariate Covariate Shift?
Solving critical challenges of real-world model deployment.
Avi Chawla
Oct 26
55
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How to Interpret Reconstruction Loss While Detecting Multivariate Covariate Shift?
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How to Detect Multivariate Covariate Shift in Machine Learning Models?
Dealing with some real-world problems of ML models.
Avi Chawla
Oct 25
22
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How to Detect Multivariate Covariate Shift in Machine Learning Models?
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You Cannot Build Reliable Data Projects Until You Learn Data Version Control
The underappreciated, yet critical, skill that most data scientists overlook.
Avi Chawla
Oct 23
32
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You Cannot Build Reliable Data Projects Until You Learn Data Version Control
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Why You Should Avoid Deploying Sklearn Models to Production?
...And here's how to make them deployment friendly.
Avi Chawla
Oct 2
49
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Why You Should Avoid Deploying Sklearn Models to Production?
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A Practical Guide to Becoming a Deployment-Savvy Data Scientist
Take your production environment from good to great.
Avi Chawla
Sep 25
22
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A Practical Guide to Becoming a Deployment-Savvy Data Scientist
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Deploy ML Models Right from Your Jupyter Notebook Using Modelbit
Deployment has possibly never been so simple.
Avi Chawla
Sep 19
25
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Deploy ML Models Right from Your Jupyter Notebook Using Modelbit
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Model Compression: An Overlooked ML Technique That Deserves Much More Attention
A step towards real-world utility of ML model.
Avi Chawla
Sep 18
41
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Model Compression: An Overlooked ML Technique That Deserves Much More Attention
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