Hola, I'm Wai Kien.
I like learning, data and learning with data.
I'm currently working as a Data Analyst.
To put things into perspective, the data industry is mainly classifed into 3 spectrums:
Data Engineer ⇄ Data Analyst ⇄
Data Scientist.
I am eager to explore all 3 and ultimately specialise in one of them 👨🏻💻
Python • SQL • Spark • Business Analytics • Statistics
I joined the lab of Prof. Peter Sarkies that focuses on epigenetics and evolution.
During this one year, I investigated this protein called MeCP2. To give some context, DNA methylation adds chemical flags to some bases in the DNA strand. In human cells, methylation turns gene off. It is known that MeCP2 helps methylation to do its job by binding to methylated DNA strands and recruit "helper" proteins. Loss of MeCP2 leads to a serious genetic brain disorder known as Rett syndrome, but scientist still don't understand what MeCP2 does and why not having it leads to such as severe disease.
To study this, we made a simple model in bacteria E. coli. Using this we discvoered that MeCP2 can affect the growth of E. coli on its own without other "helper" proteins. We found out this is because MeCP2 directly interferes with the growth mechanisms of E. coli by incorrectly turning on and off some genes in E. coli.
MSExcel • R (DESeq2, clusterProfiler, AnnotationDbi, seqinr, ggplot2) • Differential Expression Analysis • Gene Ontology Analysis • Statistics
I wrote an article about my analysis on my personal iPhone and Mac data.
Here's some interesting findings:
Python • Data Visualization
Building a Long Short-Term Memory (LSTM) neural network model that predicts $BTC close price, this is also known as multivariate time series forecasting.
Workflow wise, I fed the following data into the model and ask it to predict future price:
I then implemented a simple trading simulation to backtest the model. It outperformed "random long and short" strategy by ~8% and "buy and hold" strategy by ~300%.
Python • pandas • numpy • TensorFlow • Keras