UPBIT Trader, is a algorithmic trading bot implemented using non-ML and ML techniques at the same time. Each Trader is implemented in traditional methods(non-ML). Famous strategies such as SMA(Simple Moving Average), Momentum, Hoffman, Contrarian strategy, etc is used to build each Trader. These Traders are managed and governed by the Trader Manager, which is implemented using RNN. It will receive live data from UPBIT Quotation API and classify the current market. Based on previous training, It will give more weight to Trader(s) that have made more profit in similar market situation.