MLAgents package install problem

Hello everyone,
So I've been trying to install ML Agents and have encountered an error which has stumped me.
As of right now, I can get the sample project to work and run both for training and from inference. However, when I open up the code I get errors with all ML Agent stuff but it worked. Unity seems to ignore the errors and still runs regardless.
When I try to create my own agent in my project, I get the same errors present in the sample project but Unity doesn't ignore them and they show up in the console and as a result the game won't run.
I've followed the instructions step by step twice, uninstalling everything and trying again. I've also attempted deleting the library and rebuilding it. I've also removed the package and re-added it in the package manager and can add MLAgents code in the Inspector at add component.
I'm unsure of why I can run training and inference in the sample project however not even compile in my own.
Is there something I'm missing?
I currently have Python 3.6 and Unity 2019.2.8f1.
Any suggestions are welcomed. Thank you!

 

Please make sure you're using a release (for example https://github.com/Unity-Technologies/ml-agents/tree/latest_release or https://github.com/Unity-Technologies/ml-agents/tree/0.14.0), not the master branch. The CollectObservations method signature changed on master recently, but this is not in a release yet.

 

That is the release I am using

 

I've also tried installing using both methods including anaconda

 

FIXED: Class cannot be named MLAgent

 

Hi, I have the same issue ... updating from a previous version of ML-agents - using Unity latest release and Ml-agents latest release .. can you explain how you fixed?

 

I am having the same issue as this person. I followed countless install videos, tried the installation instruction hundreds of times at this point. I cannot for the life of me figure out this issue.