Algorithmic-Trading | Algorithmic trading using machine learning | Machine Learning library
kandi X-RAY | Algorithmic-Trading Summary
kandi X-RAY | Algorithmic-Trading Summary
This machine learning algorithm was built using Python 3 and scikit-learn with a Decision Tree Classifier. The program gathers stock data using the Google Finance API and pandas. The data is illustrated using matplotlib. The red lines illustrate the stock price movements when we are not holding the stock while the green lines show these movements when we are holding the stock. The blue lines illustrate cash levels over time, where we start with $100 (so in this case, we can also interpret this as the percentage return on the stock). The expected cash value is the return we would have received if we simply held onto the stock for the entire period. The performance is the ratio between the cash value over the expected cash value and is expressed as a percentage.
Support
Quality
Security
License
Reuse
Top functions reviewed by kandi - BETA
- Compute the decision tree .
Algorithmic-Trading Key Features
Algorithmic-Trading Examples and Code Snippets
Community Discussions
Trending Discussions on Algorithmic-Trading
QUESTION
I am using Jupyter notebook on Windows.
I am trying to populate data for all the stocks of the S&P 500. I created a pandas dataframe and am populating for each stock: ticker, price and market capitalization.
Here is the code:
...ANSWER
Answered 2022-Feb-10 at 22:05requests.get(api_url)
is not fetching anything for a token somewhere between 50th and 500th row. You could put in an if condition to check if it's not None first before calling the json
method:
QUESTION
I'm using conda 4.10.3 on Windows 10 64bit.
I'm trying to create a conda environment with these two files: ml4t.yml and ml4t-base.yml.
First, I have tried with:
mamba env create -f installation/windows/ml4t.yml
I get an error, so I have tried with:
mamba env create -f installation/ml4t-base.yml
The first file, ml4t.yml
, is to create the environment with the latest versions of the libraries used in the notebooks (as of April 2021).
The second file, ml4t-base.yml
, is to create the environment with the latest library versions as of whenever you read this.
You can find more information about installation here.
On both cases I have an error with pip
and scs
package.
With the first one file, ml4t.yml
, I get this error message:
ERROR: No matching distribution found for scs==2.1.4
And with the second one I get this error message:
...ANSWER
Answered 2021-Jul-14 at 13:54I have solved my problem moving most of the pip package to install them with mamba.
I have changed the original file ml4t.yml letting the pip
section as follows:
QUESTION
I'm trying to import https://github.com/chrisconlan/algorithmic-trading-with-python in my code. I've never imported anything from GitHub before and have looked at various other questions that have been asked on Stack Overflow regarding this problem but it just doesn't work. When I try to run the 'portfolio.py' code for example I keep getting a ModuleNotFound error for 'pypm'. What exactly is the correct way to import such a module or the whole GitHub directory? I'm working with Visual Studio Code on Windows.
...ANSWER
Answered 2021-Mar-04 at 23:17You will need to pip install the module. In your case the command you would need to run is python -m pip install -U git+https://github.com/chrisconlan/algorithmic-trading-with-python
. Once you have done that you need to find the name of the module. You can do this with pip list
. Find the name of the module you just installed.
Then you just stick import
at the top of your code with the rest of your imports.
QUESTION
As a means of learning the very basics of algorithmic trading and OANDA, I found a tutorial on how to make a very basic trading algorithm to "practice" algorithmic trading. The only issue is that the tutorial uses OANDA's v1 REST API, whereas it now uses v20 REST API.
The Python module oandapyV20
seems to have replaced oandapy
, and it seems like there are methods that have become deprecated in the newest module. For example, on line #7 of the tutorial, it uses a method called get_history
, and that seems to be totally deprecated now from what I can tell.
My question is, what could I do to replace the get_history
method in particular, and are there any other sections of the code in the tutorial that someone who is familiar with the OANDA v20 REST API might see that are also going to be problematic/need to be totally reworked?
ANSWER
Answered 2020-Jun-26 at 02:51I believe you are looking for the History instrument via the candles
Community Discussions, Code Snippets contain sources that include Stack Exchange Network
Vulnerabilities
No vulnerabilities reported
Install Algorithmic-Trading
You can use Algorithmic-Trading like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.
Support
Reuse Trending Solutions
Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items
Find more librariesStay Updated
Subscribe to our newsletter for trending solutions and developer bootcamps
Share this Page