ML articles collection

Collection of articles related to ML

ML Utilities, Algorithms

• Medium:
  • Time Series Outlier Detection with ThymeBoost
  • Speeding Up Exploratory Data Analysis with Python
  • Using SHAP Values to Explain How Your Machine Learning Model Works
  • Grid Search VS Random Search VS Bayesian Optimization
  • Explaining Machine Learning Models: Partial Dependence
• Others:
  • How to create a custom data transformer using sklearn?

ML Categories

Unsupervised

• Medium - Pycaret: Unsupervised Anomaly Detection
• Mlmastery - Principal Component Analysis for Visualization

Supervised

Reinforcement Learning

• A Gentle Introduction to the Classic RL Problem with Python Examples
• Multi-armed bandits - Thompson sampling

Text Related

• Medium - Unsupervised Text Classification with Lbl2Vec

Graph Related

• Building and modelling a graph neural network from scratch with Keras

Time-series Related

• How to use XGBoost for time-series analysis?
• Using CNN for financial time series prediction

ML knowledge and terminology introduction

• Others:
  • Bias and Variance in Machine Learning – A Fantastic Guide for Beginners!

ML Data Exploration

• Medium - Improving Your Data Visualizations with Stacked Bar Charts in Python

ML Feature Selection

• kdnuggets - Alternative Feature Selection Methods in Machine Learning
• AIM - A guide to feature engineering in time series with Tsfresh
• MLMastery - How to Grid Search Hyperparameters for Deep Learning Models in Python With Keras

ML Discussion

• mlmastery - Failure of Classification Accuracy for Imbalanced Class Distributions

Deep Learning

• Dropout Regularization in Deep Learning Models With Keras
• Building and modelling a graph neural network from scratch with Keras
• Understand the Impact of Learning Rate on Neural Network Performance
• How to Develop a Multichannel CNN Model for Text Classification

Transformer

• Keras doc - Implement a Transformer block as a Keras layer and use it for text classification
• A Gentle Introduction to Positional Encoding In Transformer Models, Part 1
• The Transformer Positional Encoding Layer in Keras, Part 2
• How to Implement Multi-Head Attention From Scratch in TensorFlow and Keras
• Implementing the Transformer Encoder From Scratch in TensorFlow and Keras
• Implementing the Transformer Decoder From Scratch in TensorFlow and Keras

Learning materials

• DeepLearning.ai
  • Building Live Voice Agents with Google’s ADK