Chan Woo KimTutorial: Storing Large A.I. Models with ‘gdrive’ (don’t use Git LFS)Git-LFS is a short-term solution that shouldn’t be used for your AI projects. Learn how to use gdrive to save & export your models.Jul 3, 20212Jul 3, 20212
Chan Woo KimANCE Contrastive Learning for Dense Retrieval: Sampling Negative Examples & The Variation…Why negative examples are so important in training Neu-IR models and how ANCE obtains the mathematically optimized distribution.Jun 25, 2021Jun 25, 2021
Chan Woo KimRetrieval-Augmented Generation (RAG): Control Your Model’s Knowledge and… Hallucinations!Large LMs are really good today. But they’re known to hallucinate. Maybe we should let it cheat a little with Wikipedia.Jun 20, 20211Jun 20, 20211
Chan Woo Kim[Part I] Predicting on Text Pairs with Transformers: Cross-Encoding with BERT[Code Implementation] Make SOTA sentence pair regression using BERT’s Cross-Encoding with SequenceClassification.Jun 18, 2021Jun 18, 2021
Chan Woo KimAutoencoders & Power of Mathematical OptimizationsI don’t know if many people agree with this sentiment but I was pretty shocked when I learned how A.I. worked the first time. Growing up, INov 23, 20183Nov 23, 20183
Chan Woo KimOverfitting (What They Are & Train, Validation, Test & Regularization)I’ve taken a bit of a hiatus because I’ve been busy with school and other things and I’ve been spending time learning more ML/DL stuff…Apr 15, 2018Apr 15, 2018
Chan Woo KimDocument Classification Part 4: Variations of This Approach (Malware Detection Using Document…In this article I will explain an application of the concepts so far that goes beyond just categorizing text documents.Mar 22, 2018Mar 22, 2018
Chan Woo KimDocument Classification Part 2: Text Processing (N-Gram Model & TF-IDF Model)In this article I will explain some core concepts in text processing in conducting machine learning on documents to classify them into…Feb 23, 20184Feb 23, 20184
Chan Woo KimDocument Classification Part 1: Intuition & How Do We Work With Documents?In this article I will give an introduction to conducting machine learning on documents to classify them into categories. This is the part…Feb 18, 2018Feb 18, 2018
Chan Woo KimHierarchal Temporal Memory (HTM): Introduction & ‘On Intelligence’ ReviewDo planes fly like birds?Feb 17, 2018Feb 17, 2018
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