It is not easy to master data science and machine learning. Data science
covers an extensive amount of domains. It includes business analysis, data
visualization, data analysis, financial analysis, image processing, and more.
You have to choose the domain. Machine learning is also referred to as part of
data science.
When it comes to your Data Science or Machine Learning interview
preparation, you will no doubt find lots of good material around how
different machine learning models work, which algorithms to use when, and so
on. But, it's not easy to find information on how to approach a Machine
Learning problem from a system design perspective.
In the Machine Learning interview, especially if you’re more experienced
like 3 to 5 years experienced, you’ll be most likely be given open-ended
problems and will be expected to build end-to-end machine learning systems
to solve those problems.
System design is arguably the most important part of your Machine Learning
interview and is a determining factor in your hiring ‘level', which can make
a big difference in your package and salary.
Companies, both big and small likes to hire people that can confidently talk
through designing systems and articulate the trade-offs they’re making.
Additionally, as more and more companies inject Machine Learning into their
products, even if you just want to excel at system design interviews, it’s
valuable to speak about ML functionality as more than just a black box.
Having that ability is a surefire way to impress your hiring manager.
Machine learning is also a vast domain. Artificial intelligence, python,
linear algebra, statistics, calculus, etc are required for machine learning. Well, it is
a complicated technology but it is worth learning. As mentioned earlier,
there is a huge market for it. But the interviews are quite tough.
One should properly prepare before appearing for a data science and
machine learning interview. In this article, we will list the top five
courses that will help you prepare for data science and machine learning
interview.
5 Best Data Science and Machine Learning Interview Resources
Watthour wasting any more of your time, here is a list of the best online courses
to prepare for the Data Science and Machine Learning interview. This contains the best courses from Udemy, and Educative, one of the best platforms to prepare
for tech interviews. All these courses are very affordable and trusted by
thousands of developers around the world to prepare for Machine learning
interviews.
Requirements
The total video content of this course is nearly 2.5 hours and this is a great resource to check your SQL skills and level them up before your Data Science and Machine Learning Interviews.
Requirements
That's all about the best online courses to prepare for data science and Machine Learning interviews. So these are the five carefully selected courses for those who want to prepare for a data science and machine learning interview. Some of these courses have technical interview questions and hands-on while some are tutorials. Go through each course and choose accordingly.
1. Data Science Career Guide - Interview Preparation - Udemy
This is a best-selling course at Udemy for data science interview preparation. It is not only about interview preparation though, but it is also a guide for those who want to start a career in data science. In this course, you will learn how to create a data science resume.Requirements
- An understanding of Probability and Statistics.
- Programming Experience in either Python or R.
- Experience in SQL.
- An understanding of Machine Learning Algorithms.
It has several interviews and practice questions that will surely boost
your confidence for the actual interview. It is a four hours long course.
Only those who have a good understanding of data science and machine
learning should join this course.
2. Grokking the Machine Learning Interview [Educative]
This is one of the most popular machine learning interview preparation courses at Educative, a new online learning platform that provides interactive text-based courses and allows you to run code right from your browser.
In this course, the instructor focuses on the important concepts which
are required to crack a machine learning interview. It is inspired by
real-world machine learning interviews.
It covers the most popular interview questions asked at big tech
companies. Instead of answering trivia-style questions, you will work
through open-ended problems to design real-world machine learning
systems.
Requirements
Requirements
- Basic understanding of python.
- Basic knowledge of machine learning.
It is an intermediate-level course and you need to have good knowledge
of Machine Learning. By the end of this course, you will be armed
with the knowledge to excel in your ML interview.
By the way, you can either join this course individually or you can take
an educative subscription for just $14.9 per month (recommended) to get access to their 250+ high quality,
text-based, interactive courses to learn key skills for coding
interviews, software development, and technology.
3. SQL for Tech and Data Science Interviews [Udemy]
This is a brand new course at udemy for data science and machine learning preparation. In this course, the instructor goes through different SQL interview questions and mock interviews, explaining each of them.
These questions are selected very carefully by the instructor and resemble
the actual interview questions. Choose this course if you want to test
your SQL knowledge for data science. You will also learn Tina’s
5-step framework to acing your SQL interview
Requirements
Requirements
- Knowledge of data science and machine learning.
- Knowledge of SQL
The total video content of this course is nearly 2.5 hours and this is a great resource to check your SQL skills and level them up before your Data Science and Machine Learning Interviews.
4. Machine Learning Technical Interview - Udemy
Another popular course at udemy, this is for those individuals who want to test their technical machine learning knowledge. Throughout the fifty lectures, the instructor covers almost every important concept required for a machine learning technical interview.Requirements
- High school level mathematics.
- Basic knowledge of data science.
- Basic knowledge of machine learning.
The total video content of this course is five hours. It is an
intermediate-level course. Talking about social proof this course has on
average 4.3 ratings and more than 4000 students have joined this course to
prepare for machine learning interviews.
Requirements
5. The Data Science Course 2023: Complete Data Science Bootcamp - Udemy
With over seventy-eight thousand students enrolled, this is the most popular data science course at Udemy. This course is for those who want to learn data science from scratch. In this course, the instructor covers all important data science concepts such as statistics, mathematics, python, advanced statistics with python, machine learning, deep learning, and many more.Requirements
- No pre-requisites.
It is a long course with total video content of nearly twenty-nine hours.
It is a beginner-level course and a great resource to learn about Data
Science from scratch and in-depth. You can use this to not only prepare
for a Data science interview but also to learn Data Science from
scratch.
Talking about social proof, this is one of the most popular data science
courses on Udemy and is trusted by more than 430K students, and it has on
average 4.6 ratings from close to 100K participants.
That's all about the best online courses to prepare for data science and Machine Learning interviews. So these are the five carefully selected courses for those who want to prepare for a data science and machine learning interview. Some of these courses have technical interview questions and hands-on while some are tutorials. Go through each course and choose accordingly.
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Thanks for reading this article so far. If you like these best Data Science and Machine Learning interview courses then please share them with your friends and colleagues. If you
have any questions or feedback, then please drop a note.
P. S. - If you are keen to learn Data Science and Machine Learning
in-depth then you can also check out this Machine Learning A-Z™: Hands-On Python & R In Data Science course by the SuperDataScience team and Krill Eremenko on Udemy I
highly recommend you to join this course to beginners and experienced
developers.
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