Andrej Karpathy - AI for Full-Self Driving at Tesla
4 人推荐 · 跨 6 个月 · 2020–2022

中文导读
时任 Tesla AI 负责人的 Andrej Karpathy 在 ScaledML 2020 上的重量级技术分享,系统拆解 Tesla 如何利用纯视觉神经网络与车队数据闭环构建 FSD(全自动驾驶),并展示了神经网络如何逐步吃掉传统手写逻辑代码。
为什么 HN 推它
了解 Tesla 自动驾驶技术路线最权威、最干货的公开技术演讲,HN 上无论支持还是质疑 Tesla 方案的讨论都会拿它做技术基准。
「强烈推荐看下 Tesla AI 负责人 Andrej Karpathy 讲的这套自动驾驶架构。」HN 网友原话:I highly recommend watching head of AI at Tesla Andrej Karpathy's talk on their self driving architecture.
英文原摘要(HackerTube / Claude 整理)
Andrej Karpathy, then Tesla's head of AI, presents at ScaledML 2020 on how Tesla builds full self-driving using vision-based neural nets and fleet data collection. He covers training custom detectors and neural nets gradually replacing traditional code.
HN repeatedly points to it as the best public technical overview of Tesla's FSD approach, used both to defend and to critique Tesla's progress.
HN 上的提及
LiDAR is a dead-end, and they're ahead of everyone else there, too
Here's the most recent talk by Karpathy about this topic
Andrej Karpathy's most recent presentation showed how his team trained a custom detector for stop signs
have you watched this entire technical presentation made by Andrej Karpathy, Senior Director of AI at Tesla?
Cited for Tesla's fleet-based training approach.