PinnedTan Pengshi AlvininTowards Data ScienceThe Complete Guide to Effective Learning in Artificial IntelligenceA fundamental and complete guide to skyrocket your growth in Artificial Intelligence (or really in any subject)Oct 31, 2021Oct 31, 2021
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 datasetSep 11, 20221Sep 11, 20221
Tan Pengshi AlvininTowards AIAn Introduction to PyTorch versus TensorFlow for Deep LearningA side-by-side comparison of PyTorch and TensorFlow for training and inference of neural networksNov 13Nov 13
Tan Pengshi AlvininTowards AIOptical Character Recognition (OCR) with CNN-LSTM Attention Seq2SeqExploring the Attention-based CNN-LSTM Seq2Seq model for effective OCR with TensorFlowSep 81Sep 81
Tan Pengshi AlvininTowards AILightweight YOLO Detection with Object Tracking from ScratchDesigning YOLO and object tracking models from scratch with OpenCV data simulationAug 1Aug 1
Tan Pengshi AlvininTowards AIReinforcement Learning: Introducing Deep Q* Networks — Part 6An adjusted framework combining Deep Q-Networks with a trainable exploration heuristic and supervisionJul 191Jul 191
Tan Pengshi AlvininTowards AIGraph Neural Networks (GNN) — Concepts and ApplicationsExploring the concept and applications of Graphs, and how to apply Neural Networks to itMay 23May 23
Tan Pengshi AlvininTowards AIDemystifying the Receiver Operating Characteristic (ROC) CurveInterpreting the metrics behind a supervised classification model, in particular, the ROC curve and AUCApr 223Apr 223
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” environmentDec 24, 2023Dec 24, 2023
Tan Pengshi AlvininILLUMINATIONProposing the Singapore River as UNESCO World Heritage SiteConsideration of factors and background in qualification for UNESCO World Heritage statusOct 19, 2023Oct 19, 2023