Amy Ma – Medium

Amy Ma

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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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Amy Ma
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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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Amy Ma
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

Amy Ma
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

Amy Ma
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

Amy Ma
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

Amy Ma
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

Amy Ma

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

Amy Ma
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

Amy Ma
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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