Resume of Yuan Yifan

Write ahead

I'm looking for a MACHINE LEARNING job. My abilities is not limited in machine learning but my major work should be machine learning, this is really important.

Basic info

Name: Yuan Yifan

Nick: Tsing Jyujing

Mail Address: [email protected]

Tel: 182-2085-2215

Abilities

1 Machine Learning and Data Mining

1. Traditional machine learning, include regression(bp-neural-network, SVR), classification algorithms(SVM, logistic regression, bp-neural-network), cluster(AP, k-means), dimensionaly reduction(PCA, LDA, maniflod DR methods like IsoMap,LLE), sequential predict like hidden markov model;
2. Deeplearning, sequential predict network like RNN(LSTM), image recognition CNN and voice recognition CNN(CNN-1D);
3. Some basics about NLP like words division and N-Gram language model;
4. Mathematic basic of machine learning, convex optimization and intelligent optimization algorithms.

2 Programming

1. Have a good master of MatLab, C and Python;
2. To be familiar with Java and Scala.

3 Embedded Developing

1. Have a good master of 51/Arm Cortex-M development;
2. To be familiar with some common bus interface (CAN, USART, IIC, I2S, SPI,...).
3. Common peripherals' operation.

4 Signal Processing

1. Common signal processing methods like FFT, STFT, Wavelet decomposition, HHT and ect.;
2. Order analysis and waterfall diagramal analysis.

5 Automatic Control

1. Classic control theory and modern control theory;
2. To be familiar with fuzzy control theory

6 Automobile Knowledge

Automobile theory, constructure and design.