YaLing Gan

In dynamic and fast-paced environment, developed skills in data analysis, problem-solving, and strategic thinking. Excel in interpreting complex data sets and delivering actionable insights to support business objectives. Seeking to transition into new field where these transferrable skills can drive meaningful impact and innovation.

• Machine Learning,

     1. Using the KNN to find any 2 cases of digit '8' in the training data which were easiest to classify and 3 cases that were hardest to classify.

     2. Training a logistic model to predict people who would have diabetes based on age.

     3. Using the cross-validation to train a Lasso Regression with optimal lambda for predicting the fat content of samples of meat based on a 100 channel spectrum of absorbance records and the levels of moisture (water), fat and protein.

     4. Using the PCA to find the principal components of the dataset and built a linear regression model to predict the crime level based on various characteristics of locations in the US., Implementing a kernel method to predict the hourly temperatures for a data and place in Sweden.

• Neural Network And Learning System,

    1.Using single layer network and multi layer network to predict classes based on linear combinations of input features.

    2. Using Adaboost algorithm to identify whether a picture has faces.

    3. Implementing the Q-Learning in some environments we created to let the object find an optimal way to the subject.

• Deep Learning(Tensorflow),

    1. Making a DNN that can classify if each attack is benign or malicious.

    2. Making a classifier, use a convolutional neural network, that can correctly classify each image into the correct class.

    3.Building a sequence-to-sequence model, using recurrent neural networks, that translates short sentences from Swedish into English.

I enjoy swimming every two weeks, dedicating around 1 to 1.5 hours to the activity. It’s a great way for me to stay fit and unwind. In my free time, I also play the pipa, a traditional Chinese instrument with a deep cultural history. The music of the pipa brings me peace, and I love exploring different pieces, whether it’s classical or more contemporary styles. Playing the pipa allows me to connect with my roots and express myself in a unique way.