AI 学习中心
按入门与选型、游戏开发、图像与3D、视频与音频、智能体与自动化、模型与工程六个主题学习。站内文章提供示例与检查方法，外部资料保留原文入口。
- llm-keys-ui 0.1
Release: llm-keys-ui 0.1 This plugin solves a very specific problem. I've started using Codex Remote to run coding agents on various machines while controlling them from my phone. Sometimes I use thos…
- An Overview of Deep Learning for Curious People
(The post was originated from my talk for WiMLDS x Fintech meetup hosted by Affirm.) I believe many of you have watched or heard of the games between AlphaGo and professional Go player Lee Sedol in 20…
- Predict Stock Prices Using RNN: Part 2
In the Part 2 tutorial, I would like to continue the topic on stock price prediction and to endow the recurrent neural network that I have built in Part 1 with the capability of responding to multiple…
- How to Explain the Prediction of a Machine Learning Model?
The machine learning models have started penetrating into critical areas like health care, justice systems, and financial industry. Thus to figure out how the models make the decisions and make sure t…
- From GAN to WGAN
[Updated on 2018-09-30: thanks to Yoonju, we have this post translated in Korean!] [Updated on 2019-04-18: this post is also available on arXiv.] Generative adversarial network (GAN) has shown great r…
- Anatomize Deep Learning with Information Theory
Professor Naftali Tishby passed away in 2021. Hope the post can introduce his cool idea of information bottleneck to more people. Recently I watched the talk “Information Theory in Deep Learning” by P…
- Learning Word Embedding
Human vocabulary comes in free text. In order to make a machine learning model understand and process the natural language, we need to transform the free-text words into numeric values. One of the sim…
- Object Detection for Dummies Part 3: R-CNN Family
[Updated on 2018-12-20: Remove YOLO here. Part 4 will cover multiple fast object detection algorithms, including YOLO.] [Updated on 2018-12-27: Add bbox regression and tricks sections for R-CNN.] In t…
- Implementing Deep Reinforcement Learning Models with Tensorflow + OpenAI Gym
The full implementation is available in lilianweng/deep-reinforcement-learning-gym In the previous two posts, I have introduced the algorithms of many deep reinforcement learning models. Now it is the…
- Attention? Attention!
[Updated on 2018-10-28: Add Pointer Network and the link to my implementation of Transformer.] [Updated on 2018-11-06: Add a link to the implementation of Transformer model.] [Updated on 2018-11-18: A…
- From Autoencoder to Beta-VAE
[Updated on 2019-07-18: add a section on VQ-VAE & VQ-VAE-2.] [Updated on 2019-07-26: add a section on TD-VAE.] Autocoder is invented to reconstruct high-dimensional data using a neural network model w…
- Flow-based Deep Generative Models
So far, I’ve written about two types of generative models, GAN and VAE. Neither of them explicitly learns the probability density function of real data, $p(\mathbf{x})$ (where $\mathbf{x} \in \mathcal…
- LayaAir 中文资料：编辑器入门与AI协同文档
官方中文文档索引，区分基础工程搭建和AI工具接入；这是一份资料导读，不是本站完整项目教程。
- Web 3D 官方资料：Three.js、Babylon.js 与 PlayCanvas
资料索引，帮助定位框架手册与开发入口；不再把选型提纲标为完整3D实战。
- Cocos Creator + AI 实战：制作30秒点击计分游戏
中文逐步搭建：创建Canvas与Game节点、挂载完整TypeScript组件、生成目标、处理点击、计分倒计时和重开。
- Phaser + AI 实战：制作30秒接金币H5游戏
从一个HTML页面到可玩的接金币游戏：键盘与触摸控制、生成与回收、计分倒计时、结束重开，附源码和在线试玩。
- Godot + AI 实战：从零做一个可重开的躲避游戏
中文逐步实战：建工程、画角色、实现移动与敌人、检测碰撞、计时并重开。附可导入工程与完整GDScript。
- Object Detection Part 4: Fast Detection Models
In Part 3, we have reviewed models in the R-CNN family. All of them are region-based object detection algorithms. They can achieve high accuracy but could be too slow for certain applications such as …