Haneul KimSpeeding up deep learning training in practice Part I : local machineEfficient data pipeline are the core of model training and with deep understanding on the topic is crucial for scaling your project7 min read·May 28, 2023----
Haneul Kim[Paper review] Accelerating Large-Scale Inference with Anisotropic Vector QuantizationTable of Contents6 min read·Dec 15, 2022--1--1
Haneul Kim[Paper review] PECOS: Predictions for Enormous and Correlated Output Spaces : Part Iminimizing search space for production10 min read·Dec 5, 2022----
Haneul Kim[Paper review] Monolith: TikTok’s Real-time Recommender System.TikTok’s flexible architecture that allows both real-time and batch recommender system.7 min read·Nov 19, 2022--2--2
Haneul KimMatrix Factorization Part III: Production phaseGoing over simple paper implementation, into what we need to do to be production ready.3 min read·Nov 6, 2022----
Haneul KimMatrix Factorization Part II: SGD, optimized implementationOptimizing Matrix factorization with SGD.2 min read·Nov 1, 2022----
Haneul KimMatrix Factorization Part I: Understanding all the processes and how stochastic gradient descent…One of traditional algorithm in recommender system, Matrix Factorization. It was first proposed by Simon Funk in 2006 and has been widely…6 min read·Aug 20, 2022----
Haneul KimHyperparameter tuning with keras-tuner full tutorialTuning with keras tuner basics6 min read·Jun 19, 2022--2--2
Haneul KimLinear Algebra — Singular Value Decomposition part IWho said mathematics is not practical subject? think again.5 min read·Apr 23, 2022----