# Embedded-ML

**Repository Path**: SummerGift/Embedded-ML

## Basic Information

- **Project Name**: Embedded-ML
- **Description**: Machine Learning on Embedded Platform.
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2020-12-28
- **Last Updated**: 2020-12-28

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# Machine Learning on Embedded Platform

## Outline

- [week1 CV Basic Ⅰ](week1)

    - crop, color shift, gamma, rotation, affine transform, perspective transform

- [week2 CV Basic Ⅱ](week2)
    - convolution, filtering, Harris Corner, SIFT and HOG
    - [optional] -  [Bilateral Filter](https://blog.csdn.net/piaoxuezhong/article/details/78302920) 
    - Feature Descriptors: [Compulsory] - [Hog](https://lear.inrialpes.fr/people/triggs/pubs/Dalal-cvpr05.pdf ) 
    - [SURF](https://www.vision.ee.ethz.ch/~surf/eccv06.pdf )
    - [optional] - [BRISK](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.371.1343&rep=rep1&type=pdf)
    - [Orb](http://www.willowgarage.com/sites/default/files/orb_final.pdf): [SLAM]
    - K-Means

- [week3 Classic Machine Learning Ⅰ](week3)
    - Linear regression
    - Logistic Regression / Classification
    - L2 Loss
    - Sigmoid Function
    - Cross Entropy / Multi-Label

- [week4 Classic Machine Learning Ⅱ](week4)
    - Neural Network
    - BP / Cost Function / Hypothesis
    - L1 / L2 Regularization
    - Overfit / Zigzag

- [week5 Classic Machine Learning Ⅲ](week5)
    - Gradient Vanishing / Explosion
    - SVM / Kernel / Derivation
    - Normal Equation
 
- [week6 CNN Ⅰ](week6)
    - Conv: Conv, Dilated Conv, Transposed Conv, C3d(Deformable Conv)
    - ReLU: ReLU, Leaky-ReLU, PReLU, ELU(SeLU)
    - Pooling: Max Pooling, Axe Pooling
    - FC
    - Dropout
    - Batch Normalization(Group/Layer/Instance Norm)

- [week7 CNN Ⅱ](week7)
    - Net Framework
    - FLOPs

## Project

- [project1 Object Detection](project_one_object_detection)
    - SIFT, SURF
    - FLANN
    - KNN
    - RANSAC