人工智能正在深刻改变着我们的生活和工作方式，本文将带你了解AI和机器学习的核心概念与实践应用。

机器学习基础h2

核心算法h3

1. 监督学习

   • 线性回归
   • 逻辑回归
   • 决策树
   • 随机森林

2. 无监督学习

   • K-means聚类
   • 主成分分析(PCA)
   • 异常检测

深度学习进阶h2

神经网络架构h3

import tensorflow as tf

# 构建简单的神经网络
model = tf.keras.Sequential([
    tf.keras.layers.Dense(128, activation='relu'),
    tf.keras.layers.Dropout(0.2),
    tf.keras.layers.Dense(10, activation='softmax')
])

实战项目h2

图像识别项目h3

自然语言处理h2

Transformer架构h3

# Transformer示例代码
class TransformerBlock(nn.Module):
    def __init__(self, embed_dim, num_heads):
        super().__init__()
        self.attention = nn.MultiheadAttention(embed_dim, num_heads)
        self.norm = nn.LayerNorm(embed_dim)

模型部署与优化h2

前沿技术探讨h2

热门研究方向h3

1. 大语言模型（LLM）
2. 生成式AI
3. 强化学习
4. 联邦学习

行业应用h2

1. 医疗诊断
2. 金融风控
3. 智能制造
4. 自动驾驶

学习资源h2

人工智能是一个充满活力的领域，需要我们持续学习和实践。希望这篇指南能帮助你更好地理解和应用AI技术。

The following files are compatible with this document:

• src/pages/projects/index.astro - project page.
• src/pages/tags/index.astro - tag statistics page.
• src/pages/tags/[tag]/[...page].astro - specific tag display post list page.
• src/config.ts - project and tag page config.
• src/components/base - most of the components come from here.

Project Page Configh3

Configure page texts:

export const PROJECTS_CONFIG: ProjectConfig = {
  title: 'Projects',
  description: 'The examples of my projects.',
  introduce: 'The examples of my projects.',
}

Project contenth3

The content displayed on the project page comes from /src/content/projects.

Its writing style is similar to posts: one MDX file represents one project.

Project frontmatterh4

Example (src/content/projects/Litos/index.mdx):

---
name: 'Litos'
description: 'A Simple & Modern Blog Theme for Astro.'
githubUrl: 'https://github.com/Dnzzk2/Litos'
website: 'https://stackpilot-blog.pages.dev/'
type: 'image'
icon: '../../../../public/projects/litos.png'
imageClass: 'w-10 h-10'
star: 32
fork: 7
---

Tag Page Configh3

export const TAGS_CONFIG: TagsConfig = {
  title: 'Tags',
  description: 'All tags of Posts',
  introduce: 'All the tags for posts are here, you can click to filter them.',
}