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Apache-2.0

Python-AI

介绍

Python与人工智能实践 (鲁东大学信电学院人工智能教研室) 讲解视频已经上传到B站 可以搜索关注 bugyu_ld

算法篇

  1. KNN (K近邻分类器)
    讲解视频:https://www.bilibili.com/video/BV1HX4y137TN/

  2. DecisionTree(决策树分类器)
    讲解视频:https://www.bilibili.com/video/BV1mK4y1U79E

  3. NaiveBayes(朴素贝叶斯分类器)
    讲解视频:https://www.bilibili.com/video/BV1oX4y137p9

  4. Kmeans(K均值聚类算法)

  5. GMM(高斯混合模型)
    Kmeans+GMM讲解视频:https://www.bilibili.com/video/BV1oy4y147L8/

  6. DensityPeak(密度峰值聚类算法)
    讲解视频:https://www.bilibili.com/video/BV1Yy4y1h7gG

  7. logisticRegression(逻辑回归分类算法)
    讲解视频:https://www.bilibili.com/video/BV1pK411w7ke/

  8. BP-NN(BP神经网络)
    讲解视频:https://www.bilibili.com/video/BV1iy4y1t7nx

    增加relu激活函数
    讲解视频:https://www.bilibili.com/video/BV1Pb4y1C7YF/

    mnist数据下载地址: 链接:https://pan.baidu.com/s/1LBjlGiphP5mx7h3EfuCO7A
    提取码:pqzl

  9. 算法篇小节与Numpy简介
    讲解视频:https://www.bilibili.com/video/BV1KZ4y1c7Eb

  10. HMM(隐马尔科夫模型)
    (1) HMM简介与前向后向算法
    视频讲解:https://www.bilibili.com/video/BV15q4y1j7oH/
    (2) 维特比译码 (Viterbi)
    视频讲解:https://www.bilibili.com/video/BV1Yh411e7cS/
    (3) HMM 模型训练(鲍姆-韦尔奇算法 Baum-Welch )
    视频讲解:https://www.bilibili.com/video/BV1M54y157TS/
    (4) GMM-HMM
    视频讲解:https://www.bilibili.com/video/BV1o64y1R71e/
    (5) hmmlearn的使用
    视频讲解:https://www.bilibili.com/video/BV1Hh411Y7rn/

  11. 基于GMM-HMM的孤立词识别(GMMHMM-Speech)
    讲解视频1:利用hmmlearn实现
    https://www.bilibili.com/video/BV1KV411W7YQ/
    讲解视频2:利用修改的GMM-HMM模型实现
    https://www.bilibili.com/video/BV1ky4y1M7rM/

  12. DBSCAN 聚类算法
    讲解视频:https://www.bilibili.com/video/BV1vL41147Ah/

  13. 数据降维 (dimension-reduce)
    (1) PCA 降维
    视频讲解: https://www.bilibili.com/video/BV1n34y1D7xV/
    (2) MDS 降维
    视频讲解: https://www.bilibili.com/video/BV11U4y1A71u/
    (3) Kernel PCA 降维
    视频讲解: https://www.bilibili.com/video/BV1xu411f7xp/
    (4) ISOMAP 算法
    视频讲解:https://www.bilibili.com/video/BV1hL4y1z7Lw/
    (5) LLE 算法
    视频讲解:https://www.bilibili.com/video/BV14g411F7Je/
    (6) T-SNE算法
    视频讲解:https://www.bilibili.com/video/BV1cU4y1w74A/
    mnist 数据下载:
    链接:https://pan.baidu.com/s/1I0nCDC7JvKkLhB4IIAHYVg
    提取码:x2pu

应用篇

  1. OpenCV简介(给小猫加眼镜)
    视频讲解:https://www.bilibili.com/video/BV1zK4y1K7wt/

    字库文件下载地址:
    链接:https://pan.baidu.com/s/1el4uiqXK4nSsKfYGnif1lw
    提取码:ovd3

  2. Scanner 基于tesseract的文件扫描仪
    讲解视频 : https://www.bilibili.com/video/BV1cB4y1A7yS/
    tesseract 安装文件以及简体中文识别模型下载地址:
    链接:https://pan.baidu.com/s/1hkTqLjDcQ6NEaf0bV27VsQ
    提取码:xjos

  3. facedetect 基于Dlib的人脸及关键点检测+简单特效
    讲解视频:
    https://www.bilibili.com/video/BV1hb4y1D7kt
    关键点检测模型下载:
    链接:https://pan.baidu.com/s/1om55sY4XAgd24ww6Ds-4WA
    提取码:6emc

  4. face_recongize 基于Dlib的人脸识别
    讲解视频: https://www.bilibili.com/video/BV1mK4y1P7kP/
    模型下载:
    链接:https://pan.baidu.com/s/1qkluZ6fffk8gnlnN7LUJ6Q
    提取码:4vtf

  5. image classification 基于tflite的图像分类
    讲解视频: https://www.bilibili.com/video/BV1KQ4y1o7Vc/

  6. object detection 基于tflite的目标检测
    讲解视频: https://www.bilibili.com/video/BV1To4y1m7c7/

  7. Posnet 基于POSnet的目标检测与动作识别
    视频讲解:https://www.bilibili.com/video/BV1S5411u7BB/
    模型下载:https://pan.baidu.com/s/1cCLUPqNvQc7-iiYc7AaBjw
    提取码:34c0

  8. StyleTransform 图像风格转换
    视频讲解:https://www.bilibili.com/video/BV1fK4y1G7Fh/
    模型下载: 模型下载:链接:https://pan.baidu.com/s/1vFureC3UIPS226GqfP9HgA
    提取码:asgh

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