Branch Log https://erectbranch.github.io/ Study notes on Efficient AI, TinyML, MLSys, embedded systems, and HPC. ko Thu, 18 Jun 2026 10:18:43 +0000 Compilers, Graph-level Optimization https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec16/summary02/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec16/summary02/ Sat, 05 Jul 2025 00:00:00 +0000 Efficient AI · TinyML Efficient AI TinyML Tiny Training Engine https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec16/summary01/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec16/summary01/ Sun, 29 Jun 2025 00:00:00 +0000 Efficient AI · TinyML Efficient AI TinyML On-device Training, Transfer Learning https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec15/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec15/ Sat, 28 Jun 2025 00:00:00 +0000 Efficient AI · TinyML Efficient AI TinyML Efficient Point Cloud Recognition https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec18/summary01/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec18/summary01/ Sat, 21 Jun 2025 00:00:00 +0000 Efficient AI Efficient AI ViT Training, AR Image Generation https://erectbranch.github.io/MIT-Efficient-AI/notes/2023/lec14/summary02/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2023/lec14/summary02/ Sat, 07 Jun 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model Efficient Attention, Beyond Transformers https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec15/summary02/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec15/summary02/ Wed, 04 Jun 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model Long Context LLM https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec15/summary01/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec15/summary01/ Sun, 01 Jun 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model Prompt Engineering https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec14/summary02/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec14/summary02/ Sat, 24 May 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model LLM Serving Systems https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec13/summary04/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec13/summary04/ Fri, 16 May 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model LLM Post Training https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec14/summary01/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec14/summary01/ Wed, 23 Apr 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model LLM Pruning & Sparsity https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec13/summary03/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec13/summary03/ Mon, 21 Apr 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model 7 - Multi-node LLM Training with Wandb https://erectbranch.github.io/notes/enroot-slurm/07_multinode/ https://erectbranch.github.io/notes/enroot-slurm/07_multinode/ Wed, 16 Apr 2025 00:00:00 +0000 High Performance Computing · Large Language Model High Performance Computing Large Language Model Script with Push Notification https://erectbranch.github.io/notes/enroot-slurm/notification/ https://erectbranch.github.io/notes/enroot-slurm/notification/ Sun, 06 Apr 2025 00:00:00 +0000 High Performance Computing High Performance Computing Efficient System Support for LLM Quantization https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec13/summary02/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec13/summary02/ Tue, 01 Apr 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model LLM Quantization https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec13/summary01/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2024/lec13/summary01/ Sun, 30 Mar 2025 00:00:00 +0000 Efficient AI · Large Language Model Efficient AI Large Language Model Sparse Matrix-Matrix Multiplication, GPU Support for Sparsity https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec04/summary03/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec04/summary03/ Tue, 11 Mar 2025 00:00:00 +0000 Efficient AI Efficient AI 6 - PyTorch Distributed Training on Slurm https://erectbranch.github.io/notes/enroot-slurm/06_standalone/ https://erectbranch.github.io/notes/enroot-slurm/06_standalone/ Sun, 12 Jan 2025 00:00:00 +0000 High Performance Computing High Performance Computing 5 - PyTorch Training with NGC Container https://erectbranch.github.io/notes/enroot-slurm/05_ngc/ https://erectbranch.github.io/notes/enroot-slurm/05_ngc/ Sat, 11 Jan 2025 00:00:00 +0000 High Performance Computing High Performance Computing 4 - Using Docker Container with Enroot https://erectbranch.github.io/notes/enroot-slurm/04_enroot/ https://erectbranch.github.io/notes/enroot-slurm/04_enroot/ Fri, 10 Jan 2025 00:00:00 +0000 High Performance Computing High Performance Computing 3 - Using Jupyter Lab on Slurm https://erectbranch.github.io/notes/enroot-slurm/03_jupyterlab/ https://erectbranch.github.io/notes/enroot-slurm/03_jupyterlab/ Wed, 08 Jan 2025 00:00:00 +0000 High Performance Computing High Performance Computing 2 - Slurm Job Scheduler https://erectbranch.github.io/notes/enroot-slurm/02_slurm/ https://erectbranch.github.io/notes/enroot-slurm/02_slurm/ Tue, 07 Jan 2025 00:00:00 +0000 High Performance Computing High Performance Computing 1 - Introduction to UBAI HPC Cluster https://erectbranch.github.io/notes/enroot-slurm/01_UBAI/ https://erectbranch.github.io/notes/enroot-slurm/01_UBAI/ Mon, 06 Jan 2025 00:00:00 +0000 High Performance Computing High Performance Computing Firmware, Bootloader https://erectbranch.github.io/arm-system-developers-guide/notes/ch10/summary01/ https://erectbranch.github.io/arm-system-developers-guide/notes/ch10/summary01/ Fri, 28 Jun 2024 00:00:00 +0000 Embedded System Embedded System Register Allocation https://erectbranch.github.io/arm-system-developers-guide/notes/ch06/summary02/ https://erectbranch.github.io/arm-system-developers-guide/notes/ch06/summary02/ Tue, 25 Jun 2024 00:00:00 +0000 Embedded System Embedded System Interrupt, Interrupt Stack https://erectbranch.github.io/arm-system-developers-guide/notes/ch09/summary02/ https://erectbranch.github.io/arm-system-developers-guide/notes/ch09/summary02/ Mon, 17 Jun 2024 00:00:00 +0000 Embedded System Embedded System Assembly Function, Instruction Scheduling https://erectbranch.github.io/arm-system-developers-guide/notes/ch06/summary01/ https://erectbranch.github.io/arm-system-developers-guide/notes/ch06/summary01/ Sat, 15 Jun 2024 00:00:00 +0000 Embedded System Embedded System Basic Terminologies, Shape of Tensors https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec02/summary01/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec02/summary01/ Fri, 14 Jun 2024 00:00:00 +0000 Efficient AI Efficient AI System & Hardware Support for Fine-grained Sparsity https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec04/summary02/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec04/summary02/ Tue, 11 Jun 2024 00:00:00 +0000 Efficient AI Efficient AI Automatic Pruning, Lottery Ticket Hypothesis https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec04/summary01/ https://erectbranch.github.io/MIT-Efficient-AI/notes/2022/lec04/summary01/ Sun, 09 Jun 2024 00:00:00 +0000 Efficient AI Efficient AI Dataflow and Registers https://erectbranch.github.io/arm-system-developers-guide/notes/ch02/summary01/ https://erectbranch.github.io/arm-system-developers-guide/notes/ch02/summary01/ Sat, 08 Jun 2024 00:00:00 +0000 Embedded System Embedded System