cs-notes

my cs notes

Tools

轻量、快速的zsh

VSCode 远程开发不完全指南

AI System

手撕 CUDA 算子

手撕 torch 算子

AI Infra 面试题库

Hugging Face

HfArgumentParser

LLM

基于 LLaMA-Efficient-Tuning 对大模型进行 SFT： 数据是如何加载的

LLM Powered Autonomous Agents

[2023.09.21] LongLoRA: Efficient Fine-Tuning of Long-Context Large Language Models

Bert

Bert 模型架构

Bert Embedding

如何处理海量单词

BertModel output

BertEncoder Self Attention

Bert 中的 add & norm 和残差连接

Bert pooler

Bert For Masked LM

向量检索

向量搜索引擎

Facial Expression Recognition

[BMVC 2023] Prompting Visual-Language Models for Dynamic Facial Expression Recognition

[AAAI 2023] Intensity-Aware Loss for Dynamic Facial Expression Recognition in the Wild

[ACM MM 2023] Efficient Masked Autoencoder for Self-supervised Dynamic Facial Expression Recognition

[Nature Machine Intelligence 2021] Estimation of continuous valence and arousal levels from faces in naturalistic conditions

Diffusion Models

[MICCAI 2023] DiffMIC: Dual-Guidance Diffusion Network for Medical Image Classification

[NIPS 2022] CARD: Classification and Regression Diffusion Models

DeepFake

[ECCV 2020] Thinking in Frequency: Face Forgery Detection by Mining Frequency-aware Clues

Autonomous Driving

不确定性决策与感知跟踪任务调研

2023/2022 AI City Challenge MTMCT 赛道调研

2022 Track1: Multi-Camera Vehicle Tracking System for AI City Challenge 2022 (京东方亚军队伍)

2023 Track1: Enhancing Multi-Camera People Tracking with Anchor-Guided Clustering and Spatio-Temporal Consistency ID Re-Assignment (华盛顿大学冠军队伍)

MOT 算法分类介绍

Interview

大模型（LLMs）面试

CMU 15-213 : Introduction to Computer Systems ( CSAPP )

CS 61A : Structure and Interpretation of Computer Programs

CS61A course repository

Scheme 解释器中尾递归优化的实现

CS 61C: Great Ideas in Computer Architecture (Machine Structures)

CS61C course repository

CS 110L: Safety in Systems Programming

CS110L course repository

CMU 15-445 : Intro to Database Systems

PostgreSQL 源码阅读

PostgreSQL 编译安装与 VSCode 调试

CS 144 : Introduction to Computer Networking

Lab Checkpoint 0: networking warmup

Lab Checkpoint 1: stitching substrings into a byte stream

Lab Checkpoint 2: the TCP receiver

Lab Checkpoint 3: the TCP sender

Lab Checkpoint 4: the TCP connection

Lab Checkpoint 5: the network interface

Lab Checkpoint 6: building an IP router

Lab Checkpoint 7: putting it all together

MIT 6.S081: Operating System Engineering

MIT6.S081 course repository

MultiModal Machine Learning Tutorial

Introduction

Challenge 1: Representation

Challenge 2: Alignment

Challenge 3: Reasoning

Challenge 4: Generation

Challenge 5: Transference

Challenge 6: Quantification

算法与数据结构

CS 61B : Data Structures

LeetCode 高频题

AcWing 算法模版

2024-08-03 米哈游秋招

2024-09-04 华为秋招

2024-09-20 中兴秋招

Web Development for Beginners - A Curriculum

course repository