Carla Martins – Medium

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Carla Martins
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CodeX

Extreme Imbalanced Data — The Worst Data Scientist Nightmare

And the Accuracy Trap

3 min readJun 17, 2022

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Extreme Imbalanced Data — The Worst Data Scientist Nightmare

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Carla Martins

Setting MacBook ARM processor for Data Science and Machine Learning

Tutorial for M1, M1 Pro, M1 Max and M2

6 min readAug 2, 2022

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Setting MacBook ARM processor for Data Science and Machine Learning

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Carla Martins
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Towards AI

10 Commonly Used Loss Functions Explained with Python Code

Understanding Loss Functions in Machine Learning

9 min readAug 17, 2022

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10 Commonly Used Loss Functions Explained with Python Code

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Carla Martins
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Towards AI

How to Detect Outliers Using Visualization Tools and Statistical Methods

With Python code

7 min readSep 9, 2022

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How to Detect Outliers Using Visualization Tools and Statistical Methods

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Carla Martins
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Dev Genius

How I created my own Data Science job

Starting from Health Technology background

10 min readNov 25, 2021

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How I created my own Data Science job

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Carla Martins

(15) OPTIMIZATION: Momentum Gradient Descent

Another way to improve Gradient Descent convergence

4 min readApr 11, 2024

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(15) OPTIMIZATION: Momentum Gradient Descent

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Carla Martins

(14) OPTIMIZATION: Conjugate Gradient Descent

Making Gradient Descent to Converge Faster

7 min readMar 22, 2024

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(14) OPTIMIZATION: Conjugate Gradient Descent

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Carla Martins

(13) Optimization: Simple Linear Regression — OLS and Gradient Descent Methods

With working examples and code

9 min readMar 8, 2024

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(13) Optimization: Simple Linear Regression — OLS and Gradient Descent Methods

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Carla Martins

Inside the Convolution: Building a Convolution Layer Using Numpy Arrays

See how different settings affect the output of the convolution layer

8 min readJan 24, 2024

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Inside the Convolution: Building a Convolution Layer Using Numpy Arrays

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Carla Martins

DenseNet Architecture Explained with Code Examples

Using Keras and TensorFlow

4 min readOct 11, 2023

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DenseNet Architecture Explained with Code Examples

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Carla Martins

Carla Martins

Compulsive learner. Passionate about technology. Speaks C, R, Python, SQL, Haskell, Java and LaTeX. Interested in creating solutions.

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