Plan to learn Machine Learning/Data Science in 2021? Note these assets from 2020.

Source: pexels

“Before we start to dive deeper into the topic, let us first understand why do we need Machine Learning & ask yourself a question, do you really need to learn Machine Learning? If so, then why?”

What is Machine Learning (ML)?

Photo by Lenin Estrada from Pexels
Image Source: Wikipedia

1. Mathematics & Statistics:

Source: Pexel

What to learn in Mathematics for Machine Learning?


1. Linear Algebra

2. Calculus

3. Statistics

4. Probability

Where do I learn from?


Online Courses

Books to refer:


2. Machine Learning, know where to start from?


Online Courses

Books to Refer:


3. Learn to Code

Photo by Danial RiCaRoS on Unsplash
Source: From the official websites

4. Understand the Databases.

Images: Wikipedia

Learn SQL


5. Master Data Cleaning, Exploratory Data Analysis & BI Tools.

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Data Cleaning:




Most Widely used BI Tools


6. How to get experience?


7. What & Whom to follow?

For Blogs & Articles.


YouTube Channels to follow.

Source: From Official websites

For paid courses with proper structures.

Image Source: Twitter official page

Job Searching Websites to follow (in no particular order)

Resume Tips & Tricks

For Interview Preparation/Practise

I highly recommend checking this roadmap, One of the best roadmaps for Machine Learning by- Daniel Bourke, Click Here for the access.

Hope, you all liked the content & have some idea, to begin with. Would like to thank the entire community of this field as, without their help, it wouldn’t have been possible to learn & come this far. Kudos to each of you working in this field & sharing knowledge.

Would love to get feedback from you all & welcome suggestions or other resources you find beneficial. please, feel free to share your thoughts in the comment section below.

“Will be sharing the same on other similar websites To help a wider community”

Combined Resources

Click Here to access all the above-mentioned resources in a Notepad for reference. (You have the access to edit the file & a backup link here.)

Bridgei2i- Business Analyst | Ex. Toyota Automotive| Python | Data Analysis | Advanced Excel | SQL | Tableau | Azure | Statistics | Machine Learning Foundations