You may NOT use any machine learning libraries.
a. Download a financial data (e.g. stock, FX, and oil price) from any web site like Yahoo
finance, Google finance, [login to view URL], and so on.
b. The data should be a time series data, which means x is date (1-dimension) and y is price.
c. Plot the price change using R
i. plot(x,y)
d. Using linear regression and prices of last k days including current prices, predict next day’s prices. For example, if k = 5, the program will predict the price of 7/10/15 with actual prices during 7/5/15 ~ 7/9/15 assuming that we do not know the price of 7/10/15 on 7/9/15. Based on your predicted price of 7/10/15, you decide to buy or sell on 7/9/15. Of course, you will pay or earn the actual price of 7/9/15 if you buy or sell on 7/9/15. Then, again the simulation program continually predicts the price of 7/11/15 with actual prices during 7/6/15 ~ 7/10/15. Similarly you decide to buy, sell, or do nothing on 7/10/15 based on the predicted price of 7/11/15.
e. Using the predicted prices, do trading simulation for a long-term period and returns earning rate (final balance / balance at start). For example, if you predict that the price will increase tomorrow, you may want to buy one today and sell tomorrow. The trading
strategy like when to buy and sell is up to the programmer.
f. We do not consider trading fees and tax in the simulation.
g. The simulation should be performed day by day (probably using for loop) but not necessary to buy or sell every day.
h. The simulation period is up to programmer (e.g. 1/1/2013 ~12/31/2014).
i. Please also plot predicted prices as well as original prices. Include the image file for the plot in your submission.
Hi. Preferred language is python. I have good command over machine learning algorithms and their implementations
Relevant Skills and Experience
Python
Machine Learning
Proposed Milestones
$35 USD - On Completion
$35 USD 1 päivässä
4,9 (19 arvostelua)
3,8
3,8
9 freelancerit tarjoavat keskimäärin $180 USD tätä projektia
Hi... I am specialist in Python, certified by Freelacer. I fully understand your project and I have given you the best offer. Hire me :)
Add my WhatsApp -> +584265960160
Or my Telegram -> @ejdecena
Relevant Skills and Experience
Python and Mathematics
Proposed Milestones
$180 USD - All the work.
I have a good hand on working with Advanced Excel, R and Python. I have quite a good knowledge of deep learning Algorithm , have also developed dashboards and Shiny Web Application in R.
Relevant Skills and Experience
I understand the project requirement and will deliver the desired product within the time specified.
Proposed Milestones
$80 USD - milestone
Hi! I love such timeseries projects, as I did a lot of those in my time, and I miss them :)
Relevant Skills and Experience
R, Mathematics, Plotting
Proposed Milestones
$39 USD - All
Hi, we have professional in R programming and will be able to support you completing your simulation work. No machine learning will be used. Fully documented notes will be provided. Thank you.
Relevant Skills and Experience
R
Proposed Milestones
$388 USD - Project
NA