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Posts tagged machine learning.

February 6, 2025 Taewoon Kim

RL vs SL: Understanding Their Roles in Large Language Models

Bridging Reinforcement Learning and Supervised Learning in LLMs

Large Language Models (LLMs) have brought a new twist to the way we think about training algorithms. While traditional Supervised Learning (SL) and Reinforcement Learning (RL) migh...

RL vs SL: Understanding Their Roles in Large Language Models
reinforcement-learning supervised-learning llm machine-learning
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February 5, 2025 Taewoon Kim

Understanding Maximum Likelihood Estimation

A Deep Dive into MLE, Loss Functions, and Beyond

Most of us, whether consciously or not, use Maximum Likelihood Estimation (MLE) in our daily machine learning workflows. When you’re training a model to predict labels in a supervi...

Understanding Maximum Likelihood Estimation
statistics machine-learning estimation likelihood
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August 21, 2024 Taewoon Kim

Training a GCN-based edge classifier

Exploring the challenges and strategies for effective edge classification with graph neural networks (GNNs)

In this post, I'll walk you through the process of training a Graph Convolutional Network (GCN) for edge classification, a common task in graph based machine learning applications....

Training a GCN-based edge classifier
knowledge graph machine learning deep learning gnn
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December 21, 2023 Taewoon Kim

A machine with human-like memory systems

Can machines think like us?

The project is the core of my PhD work. It was heavily inspired by the cognitive science theories, such as the ones from . It's about developing agents equipped with human like ext...

A machine with human-like memory systems
reinforcement learning AI human memory knowledge graph
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