PinnedTan Pengshi AlvininILLUMINATIONWhy Humans Should Embrace Bodhichitta — The Ultimate CompassionAn inspired guide on how Bodhichitta can be a force for good and happiness·7 min read·Apr 21, 2022----
PinnedTan Pengshi AlvininTowards AITransfer Learning and Convolutional Neural Networks (CNN) — Complete GuideA complete guide from CNN to Transfer Learning, with application on Kaggle’s Cat versus Dog dataset·22 min read·Sep 11, 2022--1--1
PinnedTan Pengshi AlvininTowards Data ScienceThe Complete Guide to Effective Learning in Artificial IntelligenceA fundamental and detailed guide to skyrocket your growth in Artificial Intelligence (or really in any subject)·25 min read·Oct 31, 2021----
Tan Pengshi AlvininTowards AIDemystifying the Receiver Operating Characteristic (ROC) CurveInterpreting the metrics behind a supervised classification model, in particular, the ROC curve and AUC·8 min read·Apr 22, 2024--2--2
Tan Pengshi AlvininTowards AIReinforcement Learning: Multi-Agent Cooperation with MADQN— Part 5Multi-agent reinforcement learning with 3 MADQN frameworks on the ma-gym’s “Switch4” environment·13 min read·Dec 24, 2023----
Tan Pengshi AlvininILLUMINATIONProposing the Singapore River as UNESCO World Heritage SiteConsideration of factors and background in qualification for UNESCO World Heritage status·7 min read·Oct 19, 2023----
Tan Pengshi AlvininTowards AIReinforcement Learning: Function Approximation and Deep Q-Networks — Part 4Reinforcement Learning with continuous state spaces and gradient descent techniques·14 min read·Oct 2, 2023----
Tan Pengshi AlvininTowards AIReinforcement Learning: SARSA and Q-Learning — Part 3Introducing the Temporal Difference family of iterative techniques to solve the Markov Decision Process·9 min read·Sep 6, 2023----
Tan Pengshi AlvininTowards AIReinforcement Learning: Dynamic Programming and Monte Carlo — Part 2Introducing two simple iterative techniques to solve the Markov Decision Process·12 min read·Sep 1, 2023----
Tan Pengshi AlvininTowards AIReinforcement Learning: Markov Decision Process — Part 1Introducing the backbone of Reinforcement Learning — The Markov Decision Process·12 min read·Aug 29, 2023--2--2