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Machine Programming (Part II)

cs.cmu.edu · 官网

activity 讲义

cs.cmu.edu

activity 讲义

Machine Programming (Part III)

cs.cmu.edu

历史笔记 · Lecture 01: Course Overview 文档

Overview

站内资料

历史笔记 · Lecture 02: Bits, Bytes, and Integers 文档

Bits, Bytes, & Integers

站内资料

15-213 Fall 2015

137 条

Fall 2015 · 官方 Lab 与作业说明 Lab / 作业

Lecture 01: Course Overview

cs.cmu.edu · 官网

Lecture 01: Course Overview · 讲义讲义

cs.cmu.edu

Lecture 01: Course Overview · 讲义 PPTX 讲义

Lecture 01: Course Overview

cs.cmu.edu

2015 官方日程与讲义文档

Lecture 01: Course Overview +38

cs.cmu.edu

Lecture 02: Bits, Bytes, and Integers · 代码代码

Lecture 02: Bits, Bytes, and Integers

cs.cmu.edu

Lecture 02: Bits, Bytes, and Integers · 代码代码

Lecture 02: Bits, Bytes, and Integers +1

cs.cmu.edu

CS149 Fall 2025

24 条

Assignment 1: Analyzing Parallel Program Performance on a Quad-Core CPU Lab / 作业

Assignment 2: Scheduling Task Graphs on a Multi-Core CPU Lab / 作业

A Modern Multi-Core Processor (Part I)

A Modern Multi-Core Processor (Part I) · 讲义讲义

gfxcourses.stanford.edu

Cache Coherence · 讲义讲义

Cache Coherence

gfxcourses.stanford.edu

GPU Architecture and CUDA Programming · 视频视频

GPU Architecture and CUDA Programming

YouTube

Assignment 3: A Circle Renderer in CUDA Lab / 作业

CS224N Winter 2026

120 条

Assignment 1 · Word Vectors Lab / 作业

History of NLP

Backpropagation and Neural Network Basics

Assignment 2 · Neural Network Foundations and Dependency Parsing Lab / 作业

Agents, Tool Use, and RAG

Agents, Tool Use, and RAG · slides 讲义

web.stanford.edu

Backpropagation and Neural Network Basics · slides 讲义

Backpropagation and Neural Network Basics

web.stanford.edu

Aligning language models to follow instructions 文档

Post-training (RLHF, SFT, DPO)

openai.com

AlpacaEval 文档

Benchmarking and Evaluation

tatsu-lab.github.io

CS336 2026

155 条

Assignment 1: Basics Lab / 作业

Assignment 2: Systems Lab / 作业

Architectures, hyperparameters

lecture 3.pdf 讲义

GitHub

lecture 4.pdf 讲义

Attention alternatives and mixture of experts

GitHub

arXiv Bulk Data Access 文档

Data (sources, datasets)

info.arxiv.org

Common Crawl 文档

Data (sources, datasets)

commoncrawl.org

CMU 11-768 Fall 2026

262 条

Assignment 1 · Build an Agent Harness Lab / 作业

Domains 1: Coding Agents

Assignment 2 · Evaluate an Agent Lab / 作业

Training 4: RL Systems

Course Overview: What Is an Agent?

Lecture 1 slides 讲义

cmu-agents.com

Lecture 2 slides 讲义

Agent Capabilities 1: Tool Use

cmu-agents.com

1978 Nobel Prize in Economic Sciences 文档

Domains 3: Deep Research Agents

nobelprize.org

Aider edit formats 文档

Domains 1: Coding Agents

aider.chat

CS329Z Fall 2026

48 条

Final Project · 官方项目要求 Lab / 作业

cs329z.stanford.edu · 官网

HW1 / HW2 · Harness 与 Agent Evaluation Lab / 作业

Agent Design Patterns & Scaffolds

cs329z.stanford.edu · 官网

Agent Design Patterns & Scaffolds · 讲义讲义

web.stanford.edu

Agent Memory Architectures · 讲义讲义

Agent Memory Architectures

web.stanford.edu

Model Context Protocol Specification. The Linux Foundation (2025). 文档

Tool Use & Function Calling

modelcontextprotocol.io

"AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation." 论文

Multi-Agent Systems +1

arXiv

Harvard CS2680 Fall 2026

31 条

Assignment 1 · Mads-Lens: Watch the agent work Lab / 作业

cs2680.com · 官网

Assignment 2 · 官方 GitHub 起始代码 Lab / 作业

Advanced agent design I: Cost and performance

[Assignment3 slide] 讲义

cs2680.com

[slide] 讲义

Course overview and logistics

cs2680.com

A practical guide to building agents 文档

Agents design I: context management and tool design

openai.com

Agent evaluation and benchmarks 文档

Agent design IV: agent evaluation

cs2680.com

CS224R Spring 2026

44 条

Custom Project Guidelines Lab / 作业

cs224r.stanford.edu · 官网

Default Project Guidelines Lab / 作业

Course Intro + Start of MDPs & Imitation

cs224r.stanford.edu · 官网

Actor-Critic Methods 讲义

Actor-Critic Methods

cs224r.stanford.edu

Course Intro + Start of MDPs & Imitation 讲义

cs224r.stanford.edu

Actor-Critic Methods · 文档文档

Actor-Critic Methods

cs224r.stanford.edu

compute guide 文档

Actor-Critic Methods

cs224r.stanford.edu

MIT 6.S184 2026

15 条

Lab 1 · ODE 与 SDE Lab / 作业

drive.google.com · 官网

Lab 2 · Flow Matching 与 Score Matching Lab / 作业

Flow and Diffusion Models

drive.google.com · 官网

[slides 1] 讲义

diffusion.csail.mit.edu

[slides 2] 讲义

Flow Matching

diffusion.csail.mit.edu

Lecture Notes · 官方完整讲义教材

Flow and Diffusion Models

diffusion.csail.mit.edu

2026 官方录像视频

Flow and Diffusion Models

YouTube

MIT 6.102 Spring 2026

27 条

MIT GitHub · 课程代码仓库 Lab / 作业

MIT GitHub · 官网

Project · Star Battle Lab / 作业

官方阅读 · Abstraction Functions & Rep Invariants 文档

web.mit.edu · 官网

官方阅读 · Abstract Data Types 文档

Abstract Data Types

web.mit.edu

Abstraction Functions & Rep Invariants

web.mit.edu

Software Engineering at Google 教材

Code Review

abseil.io

PS0: Turtle Graphics Lab / 作业

web.mit.edu · 官网

UVA Digital Product Management

13 条

Applied Learning Project · 产品实践 Lab / 作业

Agile Meets Design Thinking

coursera.org · 官网

官方子课程 · Agile Meets Design Thinking 文档

coursera.org

官方子课程 · Digital Product Management: Modern Fundamentals 文档

Digital Product Management: Modern Fundamentals

coursera.org

SVPG · INSPIRED 第 2 版与 TRANSFORMED 教材

Digital Product Management: Modern Fundamentals

svpg.com

Product Talk · 持续产品发现文章

Digital Product Management: Modern Fundamentals

producttalk.org

官方子课程 · Hypothesis-Driven Development 文档

Hypothesis-Driven Development

coursera.org

Stanford CS147 Autumn 2026

22 条

A3 Website (group) Lab / 作业

Website

hci.stanford.edu · 官网

A4 Concept Video (group) Lab / 作业

Concept Video

hci.stanford.edu · 官网

Concept Videos 讲义

Concept Videos

hci.stanford.edu

Define 讲义

Define

hci.stanford.edu

Design Thinking Bootleg · 2018 文档

Needfinding

dschool.stanford.edu

NN/g · 10 Usability Heuristics 文章

Heuristic Evaluation (Individual)

nngroup.com

CS329X Fall 2026

34 条

Final Project · 官方项目说明 Lab / 作业

Homework 1–3 · 官方要求 Lab / 作业

✨ Guest Lecture: Will Held (Open Athena) and Rafal Wojdyla (Open Athena) : Data, Data, and Data · 讲义讲义

✨ Guest Lecture: Will Held (Open Athena) and Rafal Wojdyla (Open Athena) : Data, Data, and Data

web.stanford.edu

Evaluating Human-AI interaction · 讲义讲义

Evaluating Human-AI interaction

web.stanford.edu

"Anthropic Economic Index report: Uneven geographic and enterprise AI adoption" 文档

LLMs and the Future of Work

anthropic.com

"CollabLLM: From Passive Responders to Active Collaborators." 文档

Human-AI Interaction

openreview.net

Berkeley UX for AI Spring 2026

1 条

Spring 2026 官方课程介绍文档

课程介绍与学习要求

ischool.berkeley.edu

JHU Hands-on Robot Learning Fall 2026

39 条

A0–A3 · 官方机械臂作业总览 Lab / 作业

hands-on-robot-learning.github.io · 官网

Essentials (whirlwind recap) · 讲义讲义

Essentials (whirlwind recap)

hands-on-robot-learning.github.io

Lecture 03 — Data for Robot Learning 讲义

Data for robot learning: teleoperation and other sources

hands-on-robot-learning.github.io

3D Diffusion Policy 文档

Generative policies

3d-diffusion-policy.github.io

CUPID: Curating Data your Robot Loves 文档

Generative policies

cupid-curation.github.io

Lecture 04 — Imitation Learning, Action Chunking 讲义

Imitation learning and action chunking

hands-on-robot-learning.github.io

MIT 6.5940 Fall 2026

13 条

Lab 0 · 官方 Notebook Lab / 作业

colab.research.google.com · 官网

Lab 1 · 官方 GPU 起始代码 Lab / 作业

dropbox.com · 官网

[Slides] 文档

Introduction

dropbox.com

[Slides] 文档

Basics of Deep Learning

dropbox.com

Lab 2 · 官方 Notebook Lab / 作业