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Collins Ayuya
Collins Ayuya is pursuing his Masters in Computer Science, carrying out academic research in Natural Language Processing. He is a startup founder and is passionate about startups, innovation, new technology, and developing new products. Collins enjoys doing pencil and graphite art and is also a sportsman and gamer.
A Primer on Bayesian Optimization to Optimize Hyperparameters
Using Random Search to Optimize Hyperparameters
Using Grid Search to Optimize Hyperparameters
How to Detect and Correct Multicollinearity in Regression Models
Parametric versus Non-Parametric Models
Problem Framing in Machine Learning
Regularization to Prevent Overfitting
Ensemble Learning on Bias and Variance
Hypothesis Testing in Data Science
An Overview of Meta-Learning
Minimizing Data Leakage in Machine Learning
Reproducibility to Improve Machine Learning
Addressing Underspecification in Machine Learning
Introduction to Active Learning
Ensemble Learning Techniques to Improve Machine Learning
Handling Imbalanced Datasets in Machine Learning
Correcting Dataset Shift in Machine Learning
Evaluating Machine Learning Model Performance
Securing AI Systems from Adversaries
Machine Teaching to Improve Artificial Intelligence
Transfer Learning for Deep Learning
Sustainable AI with Tiny Machine Learning
Basics of Transfer Learning
Explainable AI - An Introduction
Feature Engineering in Machine Learning
Introduction to GPT3
Handling Bias in Machine Learning
Industry 4.0 and Cybersecurity
Introduction to Automated Fake News Detection
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