Amy Ma – Medium

Amy Ma

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Towards Data Science

Courage to Learn ML: Tackling Vanishing and Exploding Gradients (Part 2)

A Comprehensive Survey on Activation Functions, Weights Initialization, Batch Normalization, and Their Applications in PyTorch

May 3

Courage to Learn ML: Tackling Vanishing and Exploding Gradients (Part 2)

May 3

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Human Parts

An Unfiltered Review of My Parenting So Far

And it’s been good.

Feb 29

An Unfiltered Review of My Parenting So Far

Feb 29

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Published in
Towards Data Science

Courage to Learn ML: A Detailed Exploration of Gradient Descent and Popular Optimizers

Are You Truly Mastering Gradient Descent? Use This Post as Your Ultimate Checkpoint

Jan 9

Courage to Learn ML: A Detailed Exploration of Gradient Descent and Popular Optimizers

Jan 9

Published in
Towards Data Science

My learning to being hired again after a year… Part I

For anyone job hunting, not just tech folks

Jun 23

My learning to being hired again after a year… Part I

Jun 23

Published in
Towards Data Science

Courage to Learn ML: Tackling Vanishing and Exploding Gradients (Part 1)

Melting Away DNN’s Gradient Challenges: A Scoop of Solutions and Insights

Feb 5

Courage to Learn ML: Tackling Vanishing and Exploding Gradients (Part 1)

Feb 5

Published in
Towards Data Science

Courage to Learn ML: Explain Backpropagation from Mathematical Theory to Coding Practice

Transforming Backpropagation’s Complex Math into Manageable and Easy-to-Learn Bites

Jan 17

Courage to Learn ML: Explain Backpropagation from Mathematical Theory to Coding Practice

Jan 17

Published in
Towards Data Science

Courage to Learn ML: An In-Depth Guide to the Most Common Loss Functions

MSE, Log Loss, Cross Entropy, RMSE, and the Foundational Principles of Popular Loss Functions

Dec 28, 2023

Courage to Learn ML: An In-Depth Guide to the Most Common Loss Functions

Dec 28, 2023

Relax Your Butt and Be Gentle with Yourself

My Personal Tale and a Heartfelt Message to the Recently Laid Off

Dec 18, 2023

Relax Your Butt and Be Gentle with Yourself

Dec 18, 2023

Published in
Towards Data Science

Courage to Learn ML: A Deeper Dive into F1, Recall, Precision, and ROC Curves

F1 Score: Your Key Metric for Imbalanced Data — But Do You Really Know Why?

Dec 17, 2023

Courage to Learn ML: A Deeper Dive into F1, Recall, Precision, and ROC Curves

Dec 17, 2023

Published in
Towards Data Science

Courage to Learn ML: Demystifying L1 & L2 Regularization (part 4)

Explore L1 & L2 Regularization as Bayesian Priors

Dec 11, 2023

Courage to Learn ML: Demystifying L1 & L2 Regularization (part 4)

Dec 11, 2023

Amy Ma

Amy Ma

👩‍💻 Data Scientist & Machine Learning Enthusiast 🚀 | 🐾 Cat Lover & New Mom 🍼 | Video Game Adventurer 🎮 | Here to make ML fun and accessible! 🌟

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