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Top 6 Coursera Certifications to Learn Machine Learning in 2022 - Best of Lot

Hello guys, if you want to learn Data Science and Machine Learning in 2022 and looking for the best Data Science and Machine Learning Certifications and courses then you have come to the right place. In the past, I have shared the best data science tools and best Python courses for beginners and data scientists and in this article, I am going to share the best Machine Learning and Data Science courses from Coursera, one of the best online platforms for Data Science. I have tried and tested many online learning platforms like Udemy, edX, Pluralsight, Educative, Codecademy, Datacamp, etc but when it comes to most authoritative, comprehensive data science certifications, Coursera is the best place to go. You may be thinking why? because Coursera certifications are provided by top universities from the world and top companies like Google, IBM, AWS, etc. 

In other words, Coursera gives you a chance to learn from Machine learning experts from Google and IBM which is not available in any other platform. If you are a software developer then you know how hard to get into any of these companies and just imagine the chance of learning from people who have worked there and experts in the subject matter they are teaching. 

That's the main reason I choose Coursera courses and certification to learn Data Science, Machine Learning, Cloud Computing, and another greenfield, in-demand technologies. When I last shared my list of best Coursera Certifications and Coursera last year, a lot of you asked me for a similar list for Data Science and Machine Learning and here we are. 

In this article, I am going to share only the best study material for anyone who wants to become a Data Scientist or Machine Learning engineer in 2022. Though it doesn't mean I am only going to share paid courses, I have also included free courses which are equally good, and yes, there are many free Coursera courses that you can join without spending a dime.  

There are also many free Coursera courses where you can earn certifications but if you are serious about taking your career to next level, I suggest you to join Coursera Plus, a subscription plan from Courser which gives you access to their 3000+ courses and certifications for just %59 per month. With this program, you can join as many certifications, specializations, professional certificates, and courses as you want. 




6 Best Machine Learning and Data Science Certifications for Beginners

Without wasting any more of your time, let's jump right into this list of best Machine learning and Data Science courses and certifications for Beginners. As I said the list includes the best courses from top universities like Stanford, Duke University, and the University of Michigan as well as the best courses from top companies like IBM. 

1. Machine Learning by Andrew Ng [FREE]

This is the most popular Machine Learning Course on Coursera. Created by Andrew Ng, one of the pioneer teachers of Data Science and Machine learning and one of the founders of Coursera, this course is the one that taught many of us what Machine learning means. 

This course covers topics related to machine learning, data mining, and statistical pattern recognition (SPR). Along the way, you will also learn artificial intelligence (AI), big data analytics, natural language processing, deep learning, and predictive modeling.

You'll also learn how to apply learning algorithms to developing smart robots (perception, control), text understanding (web search, anti-spam), computer vision, medical informatics, audio, database mining, and other fields by drawing on a variety of case studies and applications.

This course is offered by Stanford University and it's trusted by more than 4.6M students a record, probably no other online course has this many students. This also makes it one of the most popular Coursera courses ever and most importantly it's free so you can join this course without taking any membership plan like Coursera Plus or paying for specialization. 

Here is the link to join this course - Machine Learning by Andrew Ng

best free Coursera course to learn Machine Learning



This is another awesome Machine Learning specialization on Courser for beginners and intermediate-level programmers. This Coursera certification is taught by Emily Fox and Carlos Guestrin and  offered by the University of Washington English

This course will also help you to gain experience in major areas of Machine Learning such as prediction, classification, clustering, and information retrieval through a series of practical case studies. 

There are total 4 courses in this specialization:
  • Machine Learning Foundations: A Case Study Approach
  • Machine Learning: Regression
  • Machine Learning: Classification
  • Machine Learning: Clustering & Retrieval

Talking about social proof, more than 87K students have already joined this course on Coursera which shows a lot about the quality and popularity of this course. 

Here is the link to join this certification - Machine Learning Specialization 

best free Coursera certification for Machine Learning





3. Introduction to Machine Learning by Duke University 

Unlike previous Coursera study material, this is one of the best Machine Learning courses which is offered by Duke University and taught by expert trainers and researchers like Lawrence Carin, David Carlson, Timothy Dunn, and Kevin Liang. 

This course will teach you the basics of machine learning models (logistic regression, multilayer perceptron, convolutional neural networks, natural language processing, and so on) and tell you how these models can solve complex problems in a variety of industries, from medical diagnostics to image recognition to text prediction.

Talking about social proof more than 157K students have already joined this  Machine learning introduction course on Coursera which shows a lot about the quality and popularity of this program and I highly recommend this to beginners. 

Here is the link to join this course - Introduction to Machine Learning Course 

best Machine Learning course for Beginners




Mathematics is one of the important skills for Data scientists but is often ignored. Many people I met and talked to want to learn Data Science and Machine learning but they don't want to learn Mathematics and Statistics which are foundations of Data Science. 

If you truly want to become a proficient and competent Data Science then don't ignore Mathematics and that's where this Machine learning certification program from Coursera and Imperial College London will help you. 

This specialization aims to fill that gap by bringing you up to speed on the underlying mathematics, developing an intuitive understanding, and connecting it to Machine Learning and Data Science. 

There are 3 courses in this certification program:
  • Mathematics for Machine Learning: Linear Algebra
  • Mathematics for Machine Learning: Multivariate Calculus
  • Mathematics for Machine Learning: PCA

Talking about social proof more than 138K students have already joined these Mathematics for Machine learning courses on Coursera, which shows a lot about the quality and popularity of this program and I highly recommend this to every data scientist and machine learning engineer. 

Here is the link to join this courseMathematics for Machine Learning Specialization 

best course to learn Maths for machine learning



The Data Science Machine Learning course is offered by one of the oldest and most famous technology companies IBM. This is an excellent course for beginners who wants to start their career in Data Science, more than 12% of people who have joined this specialization have started their career which is remarkable. 

This course is designed for people serious about becoming data scientists but don't yet know where to start. It introduces some basic concepts and tools used by data scientists.

It's also a very hands-on course where you will learn practical data science through guided lectures, labs, and projects in the IBM Cloud; you’ll also get hands-on experience tackling interesting data problems from start to finish.

There are 5 courses in this specialization:
  1. Python for Data Science, AI & Development
  2. Python Project for Data Science
  3. Data Analysis with Python
  4. Data Visualization with Python
  5. Applied Data Science Capstone project
This means you will learn Python and discover data analysis and data visualization methods. You’ll also learn essential tools used by real data scientists like Numpy and Pandas, practice predictive modeling and model selection, and learn how to tell a compelling story with data to drive decision-making. 

Here is the link to join this program - Applied Data Science 



This is one of the most popular Python courses on Coursera and is suitable for beginners and intermediate developers who want to learn the Python programming language. This course is offered by the University of Michigan, and more than 1.2 million students have joined this course which is a record in itself and makes this course the most popular Coursera course for Python

This program is also a Coursera specialization which means this is not just one cours but a collection of courses. In fact, there are 5 courses on this list to teach you essential programming concepts, including data structures, networked application program interfaces, and databases, using the Python programming language.

Here are things you will learn in this course:
  • How to Install Python and write your first program
  • Describe the basics of the Python programming language
  • How to use variables to store, retrieve and calculate information
  • How to work with core programming tools such as functions and loops

Here is the link to join this course - Python for Everybody 

Best Coursera course to learn Python for beginners




That's all about the Best Machine Learning and Data Science certifications and courses for Beginners in 2022. Conclusion: there is no surprise that all of these courses are from Coursera, one of my favorite learning platforms and the best one when it comes to Data Science and Machine Learning. 

These are also the most popular Machine learning and Data Science courses you can join on Coursera in 2022, but if you want to check out Data Science courses from other platforms, then you can also refer to my earlier article about data science and machine learning courses. 

Other Coursera and Programming Articles you may like

P. S. - While you can join all these Coursera courses individually, I highly recommend you to go for Coursera Plus, as with just $59 per month, you get unlimited access to 3000+ Coursera courses, professional certificates, and specializations. 

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