lab-algorithm

Simple collation of conventional algorithms, packages, and tools which may be encountered in practical problems, based on Python 3.x

Catalog

Normal Algorithm
- Base
  - Sort
  - Search
- Graph Theory
DataAnalysis
- Numpy
- Scipy
- Matplotlib
Machine Learning
- Supervised Learning
  - Percetron Learning Algorithm (PLA)
  - Linear Regression
  - Logistic Regression
  - Bias Variance
  - Back Propagation Neural Network (BPNN)
  - Support Vector Machine (SVM)
  - k-NearestNeighbor (kNN)
  - Naive Bayes Classifiers
  - Decision Trees
  - Ensemble Learning
- UnSupervised Learning
  - k-Means Clustering (k-Means)
  - Principal Component Analysis (PCA)
  - Expectation Maximizition (EM)
- Mglearn
  - Mglearn for Supervised Learning
  - Mglearn for Unsupervised Learning
Deep Learning
Aliyun API
- OCR
  - Business Card
  - Bank Card
- Face Recognition
  - Detect
  - Attribute
  - Verify
On-Premise AI
- Face Recognition
  - Face Locations
  - Face Landmarks
  - Recognize and Identify
- OpenVINO
  - Image Classfication
  - Object Detection
  - Face Recognition