Presentation File:

Related Materials:

• Data Concept
  • To know more about Data Concept you can click [this] link.
• ML Performance Metrics:
  • For Supervised Machine Learning

Primary Requirements

• Some programming experience 
• At least high school level math skills will be required.
• Passion to learn

IDE Requirements

• Most popular IDE for Data Science is Anaconda. You can download and install from here. Make sure your download Python 3.7 distribution. 

I don’t have the admin permission to install any software (Don’t worry !)

•  Google Colab [if you already have Google Account ]

Is there anyway I can do Machine Learning Analytics with Less Code or No Code?

Yes ! We can. 

How?

Step 1 : Please go to this site https://studio.azureml.net/

Step 2 : Use any Microsoft Account(youremail@hotmail.com / outlook.com) to Register and Login

Azure ML Cheat Sheet

Algorithm Summary

Source: http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/

 

 

Python Packages Cheat Sheet

Source: http://datasciencefree.com/python.pdf

 

 

[NumPy]

Source: https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Numpy_Python_Cheat_Sheet.pdf

 

[Pandas]

Source: http://datacamp-community-prod.s3.amazonaws.com/dbed353d-2757-4617-8206-8767ab379ab3

 

 

[Matplotlib]

Source: https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Cheat_Sheet.pdf

 

 

[Scikit Learn]

Source: https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf

 

Bank Marketing Campaign

We will explore Apriori Algorithm step by step using python. We can do the same for Azure ML too.  

Data 

Download [Banking_Marketing]

Notebook

Click [here] to see the notebook

Books

• Python Machine Learning Cookbook
• Principles of Data Science

Info-graphic

I hope you enjoyed the session. Please send your feedback on mail2arif@arif.works