DEV Community

ML Concepts: Math to Algorithms Series' Articles

Back to Dev Patel's Series
Decoding the Detective Work: Understanding Model Evaluation Metrics for Classification

Decoding the Detective Work: Understanding Model Evaluation Metrics for Classification

2
Comments
4 min read
Decoding the Secrets of Your Machine Learning Model: Confusion Matrices, ROC Curves, and AUC

Decoding the Secrets of Your Machine Learning Model: Confusion Matrices, ROC Curves, and AUC

4
Comments
3 min read
Diving Deep: K-Fold Cross-Validation

Diving Deep: K-Fold Cross-Validation

2
Comments
3 min read
What is the Bias-Variance Trade-off?

What is the Bias-Variance Trade-off?

2
Comments
3 min read
Diving Deep: Understanding the Mechanics

Diving Deep: Understanding the Mechanics

1
Comments
3 min read
The Perceptron: The Brain Cell of a Neural Network

The Perceptron: The Brain Cell of a Neural Network

2
Comments 1
3 min read
Decoding the Neural Network's Mind: A Journey Through Forward Propagation

Decoding the Neural Network's Mind: A Journey Through Forward Propagation

2
Comments
3 min read
What is Backpropagation?

What is Backpropagation?

3
Comments
3 min read
Understanding Convolutions: The Sliding Window of Insight

Understanding Convolutions: The Sliding Window of Insight

2
Comments
3 min read
Understanding the Sequential Nature of Data

Understanding the Sequential Nature of Data

3
Comments
3 min read
The Vanishing Gradient Problem: A Memory Lapse in RNNs

The Vanishing Gradient Problem: A Memory Lapse in RNNs

4
Comments
4 min read
What is Transfer Learning?

What is Transfer Learning?

2
Comments
3 min read
Core Concepts: Decoding Human Language

Core Concepts: Decoding Human Language

2
Comments
3 min read
What is Computer Vision?

What is Computer Vision?

4
Comments
3 min read
The Moral Machine: Ethics in AI and the Rise of MLOps

The Moral Machine: Ethics in AI and the Rise of MLOps

2
Comments
3 min read