The Problem

Daily Fantasy Sports (DFS) for football is about picking a lineup of players across all of the NFL teams under a set salary cap and competing against other players doing the same thing. It’s easy right? Just pick all of the best players! Profit. Wait up. Everyone else is doing that too. The secret is to use player projections, maximize your utility of the salary cap, and add some chili pepper for your signature taste.

The Solution

Dust off your math skills and remind yourself that everything is a math problem, but others have solved them for you. An optimal DFS lineup is just an optimization problem. I am going to pick optimal DFS lineups using MATLAB and its Optimization Toolbox.

Get the Data

In order to optimize a lineup, you need to get some data. You need a table of players with their positions and score projections. I recommend getting the latest player projects from Daily Fantasy Fuel. They give you access to a table with everything that you want and they update it daily with the latest projections from Draft Kings and Fan Duel. Projections are subjective but they take into account past performance, team matchups, and weather conditions. You can adjust each row of the table with your own projections and put your thumb on the scales so to speak. Maybe you got some insider info that the Rams are not going to start Cam Akers so you adjust their projection down.

• Go to Daily Fantasy Fuel and click on “Download Projects as CSV”
• Save the file to your computer as “DFF_data.csv” into a new folder

A CSV file is just way to save data as a table. It might look intimidating if you open it up, but we are going to import the data into a nice clean table using MATLAB’s import tool.

Access MATLAB

You might have MATLAB installed on your computer, so all you have to do is open MATLAB. If you don’t have MATLAB installed, you can use MATLAB Online at matlab.mathworks.com by signing in and clicking “Open MATLAB Online (basic).”

Import the Data

First, we need to get the data into MATLAB.

• Right-click on the “Current Folder” and click “Upload Files”
• Select the CSV file that you downloaded from Daily Fantasy Fuel

Second, we need to import the data from the CSV file so we can work our fantasy magic.

• Right-click on the DFF_data.csv that we uploaded and click Open
• Click “Import Selection” and “Import Data”

These steps will bring the data into MATLAB in a nice and useable way. All of the default options will work perfectly.

Enter the Code

First, let’s create a new file for our optimizer code.

• Right-click on the Current Folder area, click New, and then Live Script
• Name it “dfs.mlx” and open it

Next, we need to get the code into MATLAB.

• Copy and paste my MATLAB code from GitHub into your new MATLAB Live Script.
• Click “Save”

The next thing that we need to do is select a “Salary Cap” and run the code.

• Change the salaryCap variable to the salary cap to optimize for. 50,000 to 60,000 is a common range.
• Click the Run button on the Live Editor tab

If everything goes to plan, MATLAB will output a table of optimal starting players based on the projected data.

Profit

There’s still some luck involved. Projections are projections. Now that you have a baseline, you can experiment by using different projections data and tweaking individual player projections.

Let me know how you do and if you made some improvements to my optimization code. Good luck.

Resources

• Source code at GitHub – https://github.com/nothans/dfs-optimizer
• Daily Fantasy Fuel – https://www.dailyfantasyfuel.com/nfl/projections/
• MATLAB – https://matlab.mathworks.com/
• Optimization Toolbox documentation – https://www.mathworks.com/help/optim/

Here are some ideas and tricks that I used to optimize Windows Vista:

• • Minimizing and Maximizing Windows
    Once you start using Vista, you will notice there is an animation sequence that happens as you minimize and maximize a window or vice versa. It makes the transition look smooth but takes up 100% of your processor to accomplish the task. The animation has to process, allocate memory, execute it, and then the window reacts. This sluggish response to just moving between windows becomes annoying with just a few windows open. Stopping this animation will be the biggest noticeable change you can make.Follow these steps to stop the animation:

1. Select the Start Button, enter “SystemPropertiesPerformance” into
   the Start Search Box, and press Enter
2. On the Visual Effects tab, uncheck Animate Windows When Minimizing/Maximizing
3. Select OK to apply the settings

• • Window Transparency
    The windows in Vista are transparent around the top edges to accomplish a 3D experience as you notice what’s behind the window. The effect works and looks great although it takes up RAM and processing power to update the transparency effect as things change.Follow these steps to turn off window transparency:

1. Right-click on the Desktop and select Personalize
2. Select Windows Color And Appearance
3. Uncheck Enable Transparency
4. Select OK to apply the settings

• • Windows Vista Services
    There are services that run in the background that process data, user actions, and protect the stability of the PC. Some of these are just not needed. On a new install, almost all of them are installed and running. You can safely stop some services that will free up system resources. Follow the procedures at your own risk and only disable services that you actually don’t need.Here are a few services that you can safely disable:

• Tablet PC Input Service
• Telephony (if you are not using your dial-up modem)
• Parental Controls
• WLAN AutoConfig (if you are not using wireless)
• Routing and Remote Access

Follow these steps to disable a service:

1. Select the Start Button, enter “Services” into the Start Search Box, and press Enter
2. Right-click on a Service to disable and select Properties
3. Under Startup Type, select Disabled
4. Select OK to apply the settings