Mastering Polyak Averaging: A Hidden Gem for Smoother and Faster Convergence in Optimization
Author(s): Joseph Robinson, Ph.D. Originally published on Towards AI. From Gradient Descent to Polyak’s Method: A Machine Learning Tutorial This member-only story is on us. Upgrade to access all of Medium. Polyak Averaging is a powerful optimization technique often underutilized but can …
Think You’re a Data Science 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 data science pop quiz!Header created by the author using Canva. This member-only story is on us. Upgrade to access all of …
Think You’re a Data Science 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 data science pop quiz!Header created by the author using Canva. This member-only story is on us. Upgrade to access all of …
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 You’re 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 You’re 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 …
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