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Chapter 1 Notations

Logic Operations There are 4 operators, they are ¬\neg¬, ∧\land∧, ∨\lor∨, ⇒\Rightarrow⇒, the outcome of the operation is the Truth Table. For proposition ¬A\neg A¬A A 0 1 ¬\neg¬A 1 0 For com
2026-03-04
Math > Analysis-1
#Analysis #Math

05-GPU MatMul and Compilers

This is a lecture note of the course CSE 234 - Data Systems for ML - LE [A00].From UC SanDiegoProf. Zhang HaoWinter, 2025Link: https://podcast.ucsd.edu/watch/wi25/cse234_a00/1
2025-08-22
AI Infra > ML System
#Deep Learning #AI Infra #ML Systems

Efficient PyTorch Implementation of MoE with Aux loss and Token drop

1 Preliminaries Mixture-of-Experts is an essential architecture choice when building LLMs. Since the prevalence of DeepSeekV3, companies will consider whether to use MoE structure before LLM pretraini
2025-08-04
AI Infra
#Deep Learning #AI Infra

04-GPU Programming 101

This is a lecture note of the course CSE 234 - Data Systems for ML - LE [A00].From UC SanDiegoProf. Zhang HaoWinter, 2025Link: https://podcast.ucsd.edu/watch/wi25/cse234_a00/1
2025-06-30
AI Infra > ML System
#Deep Learning #AI Infra #ML Systems

03-Optimization on Operator and Matrix Multiplication

This is a lecture note of the course CSE 234 - Data Systems for ML - LE [A00].From UC SanDiegoProf. Zhang HaoWinter, 2025Link: https://podcast.ucsd.edu/watch/wi25/cse234_a00/1
2025-06-28
AI Infra > ML System
#Deep Learning #AI Infra #ML Systems

02-Behind ML Framework

This is a lecture note of the course CSE 234 - Data Systems for ML - LE [A00].From UC SanDiegoProf. Zhang HaoWinter, 2025Link: https://podcast.ucsd.edu/watch/wi25/cse234_a00/1
2025-06-28
AI Infra > ML System
#Deep Learning #AI Infra #ML Systems

01-Introduction

This is a lecture note of the course CSE 234 - Data Systems for ML - LE [A00].From UC SanDiegoProf. Zhang HaoWinter, 2025Link: https://podcast.ucsd.edu/watch/wi25/cse234_a00/1
2025-06-23
AI Infra > ML System
#Deep Learning #AI Infra #ML Systems

03-Flow Matching and Conditional Flow Matchings

The series of tutorial is based on Flow Matching Guide and CodearXiv: 2412.06264Thank you, META Flow Matching Problem Instead of learning the likelihood of the target like they
2025-06-11
Visual Generation > Flow Matching
#Deep Learning #Generative Model #Flow Matching

02-Flow model, Everything Before Flow Matching

The series of tutorial is based on Flow Matching Guide and CodearXiv: 2412.06264Thank you, META Flow Models Before flow matching, flow models are hard to train, it entails solv
2025-06-09
Visual Generation > Flow Matching
#Deep Learning #Generative Model #Flow Matching

01-Overview of Flow Matching

The series of tutorial is based on Flow Matching Guide and CodearXiv: 2412.06264Thank you, META 1 The Definition of the Velocity ODE Let’s consider a particle moving in the spa
2025-06-09
Visual Generation > Flow Matching
#Deep Learning #Generative Model #Flow Matching
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