Beyond A/B Testing: How Contextual Bandits Revolutionize Experimentation in Machine Learning
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Not a member? Read for free here (friend link). In Part 1, we introduced the concept of Contextual Bandits, a powerful …
Beyond A/B Testing: How Contextual Bandits Revolutionize Experimentation in Machine Learning
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Not a member? Read for free here (friend link). In Part 1, we introduced the concept of Contextual Bandits, a powerful …
From Supervised Learning to Contextual Bandits: The Evolution of AI Decision-Making
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Supervised Learning: Train once, deploy static model; Contextual Bandits: Deploy once, allow the agent to adapt actions based on content and …
Think Youβre a Machine Learning Expert? Answer These 7 Questions to Find Out
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. Review the fundamentals, sharpen your skills, and ace that interview with this machine-learning pop quiz!Header created by the author using Canva. This member-only story is on us. Upgrade to access all of Medium. …
Mastering Contextual Bandits: Personalization and Decision-Making in Real-Time
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium. Contextual bandits extend traditional multi-armed bandit algorithms by incorporating contextual data to make more personalized, adaptive decisions. This blog explores the …
Think Youβre a Deep Learning Expert? Answer These 5 Questions to Find Out
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. Review the fundamentals, sharpen your skills, and ace that interview with this machine-learning pop quiz!Header created by the author using Canva. This member-only story is on us. Upgrade to access all of Medium. …
Decision Trees Unveiled: From ID3 to CART to Random Forests to XGBoost
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. A Comprehensive AI Guide All Machine Learning Engineers and Data Scientists Should Read! This member-only story is on us. Upgrade to access all of Medium. Visual geneated by sample code provided in this …
From ELIZA to GPT-4: The Grand Odyssey of Language Models
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. A Deep Dive into Half a Century of NLP Evolution This member-only story is on us. Upgrade to access all of Medium. In the bustling, intricate digital era we are submerged in today, …
5 Essential Machine Learning Techniques to Master Your Data Preprocessing
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. A Comprehensive Data Science Guide to Preprocessing for Success: From Missing Data to Imbalanced Datasets This member-only story is on us. Upgrade to access all of Medium. In just about any organization, the …