How to Make a Career in Machine Learning
Machine Learning can be referred to as an application of Artificial Intelligence. A machine performing human tasks based on some data and the knowledge required behind these skills is Machine Learning. Finding a career in machine learning in India is another crucial aspect of driving our daily lives, and we do not notice it. While doing online shopping, we see some associated products that we have already bought; that is all the result of Machine Learning. While shopping, we see a list of products in the section Products Bought Together, and that is also an example of Machine Learning. Again, there is a shortage of people with the right skills for Machine Learning, knowledge about career in machine learning in India and useful machine learning certification courses and online machine learning courses to learn machine learning. In this article, Careers360 talks about how to make a career in machine learning, career in machine learning in india and a basic idea of what machine learning is all about.
What is the scope in the field of Machine Learning?
These are some forecasts and statistics that will give you better ideas about this field and the need for awareness about Machine Learning training programs:
McKinsey Global Institute's 2019 Report has stated that Artificial Intelligence and Machine Learning together will have a business value of around $1.4-2.6 trillion in the field of Global Marketing and Sales by 2020.
McKinsey Global Institute's 2019 Report states that AI and Machine Learning will have a business value of around $1.2-2 trillion in Supply Chain Management and Logistics.
Indeed's 2019 Report included Machine Learning Engineer in The Best Jobs in the US. The designation had rank one on the list.
Indeed's 2019 Report also stated that the jobs of Machine Learning Engineer recorded a growth of 344%.
A Gartner report says that there are ten lakhs registered firms and businesses in India, out of which 75% are very much ready to implement or have already implemented in the field of Machine Learning.
These statistics show us the growing need for the right skills and investment in Machine Learning. They outline the importance of machine learning tutorial classes along with certification. Even a 1% investment in Machine Learning and Artificial Intelligence can maximize profits.
What are the careers in the field of Machine Learning?
The next question that comes to anyone's mind is how to make a career in machine learning if I choose this field? The Indeed 2019 report stated that Machine Learning engineers have a median salary of over $146,085 per year. Another report from Indeed has indicated that the median wage of Machine Learning Engineers in India is estimated to be ₹11,05,748
Here are the top 5 careers listed that you could pursue after getting a Machine Learning certification and that could help the students decide how to make a career in machine learning:
Percentage of Increase in Job Positions
Machine Learning Engineer
The job of a Machine Learning Engineer is designing and developing Machine Learning systems. They perform statistical analysis to carry out various results and producing the best models.
A Data Scientist's role is analyzing raw data and bringing it out in some meaningful forms through several analytical tools and methods.
Computer Vision Engineer
A Computer Vision Engineer's job is to use several software for looking after the processing of large data samples.
An NLP Scientist, i.e., A Natural Processing Language Scientist, has to look after all the aspects that are related to a machine equipped with the understanding and Learning Human Language
We all know the job role of a Software Engineer. A software engineer has to look after several aspects of software programs such as their research and designing
An experienced candidate with the best knowledge in Machine Learning can earn or demand more than ₹1 lakh per year.
Skills required for a career in Machine Learning?
Coming up with ideas related to how to make a career in machine learning can be devastating. A career in Machine Learning requires one to either have or sharpen their several skills. Here in this article, several skills are listed along with machine learning certification courses online to sharpen your knowledge in those skills:
1.Programming Languages (R, Java, Python, and C++)-
Learning to code is the fundamentals of Machine Learning Programming or any Artificial Intelligence and Machine Learning jobs. They should know several programming languages such as R, Java, Python, and C++. Having hands-on multiple programming languages is always an added advantage in deciding how to make a career in machine learning. R is a specific language used while regression analysis.
For sharpening or start your knowledge in the field of Programming, the below machine learning certification courses are listed for you to pursue-
i) Python for Everybody-
Such courses like machine learning certification courses will sharpen your skills in Python language. One can also take up these machine learning certification courses if they have no prior knowledge of the Python language. You will learn all the basics of Python language with programming and tools. Python language helps a lot of learning Machine Learning certification and experience.
These machine learning certification courses are available on Coursera and are offered by the University of Michigan.
Getting Started with Python
Python Data Structures
Using Python to Access Web Data
Using Databases with Python
Duration- You can complete such machine learning certification courses in approximately 8 months.
Fee- This is a 7-day free trial course, and after this, ₹3,589 is charged per month.
Also Read - Machine Learning with Python by IIT, Roorkee
ii) Introduction Programming in C-
Such online machine learning courses help to clear all the basics of C programming. In the end, you will master this language and solve complex problems. These online machine learning courses will also help you to develop algorithms and reading and writing C code for implementation.
These online machine learning course are available on Coursera and are offered by Duke University.
Writing, Running, and Fixing Code in C
Pointers, Arrays, and Recursion
Interacting with the System and Managing Memory
Duration- You can complete such online machine learning courses in approximately 5 months.
Fee- This is a 7-day free trial course, and after this ₹3,589 is charged per month.
Fundamental and good knowledge in Mathematics is necessary for completing AI & Machine Learning courses. They help in coding and programming. They are required for data analysis and statistical computations. You cannot solve a Statistics problem if you are not good in concepts like Integration, Differentiation, and Matrices
To have a specialization in these concepts, one can do the following machine learning certificate courses-
Mathematics for Data Science Specialization-
There are always foundational mathematical concepts behind the models and programming languages. Such machine learning certificate courses cover topics of Linear Algebra, Discrete Mathematics, Probability, and Calculus. There are also applications of these concepts in programming and Data Science through these concepts.
These machine learning certificate courses are available on Coursera and are offered by the National Research University Higher School of Economics.
Discrete Math and Analyzing Social Graphs
Calculus and Optimization for Machine Learning
First Steps in Linear Algebra for Machine Learning
Probability Theory, Statistics, and Exploring Data Analysis
Duration- You can complete machine learning certificate courses in approximately 6 months.
Fee- This is a 7-day free trial course, and after this, ₹2,856 is charged per month.
3. Probability and Statistics-
Statistics is another crucial aspect of Machine Learning. One must be very thorough with the topics like Gaussian distributions, mean, regression analysis, probability, and standard deviation. Without statistical knowledge, one cannot perform programs related to it. Linear Models are fundamental in this field.
For an understanding of these concepts, one can pursue the following machine learning certificate courses-
Principles, Statistical, and Computational Tools for Reproducible Data Science-
This course ensures that one learns all the skills required in Statistics for analyzing data concepts and algorithms, which is one of the specific fields studied under a machine learning course.
The course is available on EdX and is offered by Harvard University.
Introduction to Concepts
Fundamentals of Reproducible Science
Case Studies in Reproducible Research
Data Provenance Project Design
Statistical Methods for Reproducible Science Prediction Models
Computational Tools for Reproducible Science
R and Rstudio
Git and Github
Duration- You can complete this course in approximately 8 weeks.
Fee- This is a free course. For certification, ₹7,262 is charged by the provider.
4. Software Engineering knowledge-
Machine Learning is a vast field and, thus, the requirements for a Machine Learning course. One has to have a good knowledge of how the software works and its design and implementation through several measures.
To get yourself equipped with excellent knowledge of software, one can do the following course:
Software Product Management Specialization
In this course, one learns everything about the practices of Agile software. After learning this course, one can successfully lead a team of software developers. This course makes one understand the Agile software process, but people also gain skills to perform the same with other software.
This course is available on Coursera and is offered by the University of Alberta.
Introduction to Software Product Management
Software Processes and Agile Practices
Client Needs and Software Requirements
Agile Planning for Software Products
Reviews and Metrics for Software Improvements
Duration –You can complete this course in 6 months approximately.
Fee – This is a 7- day trial course. After that, ₹3,589 is charged per month
Also Read - Machine Learning Course by Digital Vidya
5. Machine Learning Algorithms-
Applying Machine Learning algorithms effectively and correctly is another challenge for people who want to learn Machine Learning. Even if one is well equipped with the algorithms used in Machine learning, they will also have to know their right applications to where a particular algorithm should be used.
To have a command on Machine Learning Algorithm, one can do this course online-
Data Structures and Algorithms Specialization-
This course will help you learn all the basics of Algorithms through the programming language of your choice. This course will enhance your practical skills in this field. One learns various aspects in this field, such as Debugging, Software Testing, Binary Search Tree, Priority Queue, Hash Table, Stack (Abstract Data Type), List, and Graph Theory.
This course is available on Coursera and is offered by the University of California.
Algorithm on Graphs
Algorithms on Strings
Advanced Algorithm and Complexity
Genome Assembly Programming Challenge
Duration –You can complete this course in 8 months approximately.
Fee – This is a 7- day trial course. After that, ₹3,589 is charged per month
These are the Machine Learning courses online related to specific skills. If one wants to do a particular online time only inclined towards Machine Learning as a whole, then they can do this course online –
Machine Learning –
In this one of the best machine learning courses online, the students will be able to learn all the basic knowledge that one needs to have in machine learning. It has diagrammatic representations, data mining, and statistical methods used in applied machine learning. One also learns about Neural Networks and Artificial Intelligence in this course.
This course is available on Coursera and is offered by Stanford University.
Linear Regression and Linear Algebra
Linear Regression with Multiple Variables
Applied Machine Learning
Support Vector Machine
Duration – You can complete this course in 60 hours approximately.
Fee – This is a 7- day trial course. After that, ₹4,321 is charged per month
These are all the best machine learning courses that one can pursue to know how to make a career in machine learning. There are certain machine learning diploma courses available online too for the people to pursue if they wish to opt for a career in machine learning. Such machine learning diploma courses help the students get the same kind of jobs as any other online certification courses do.
Also read -
Frequently Asked Question (FAQs) - How to Make a Career in Machine Learning
Question: Which Bachelor's Degree should be pursued to make a career in Machine Learning?
One can pursue a bachelor's degree in Mathematics, Computer Science, Physics, or Statistics.
Question: Is there a master's degree in this field?
there are specific master's degrees for Machine Learning.
Question: Are these all the Machine Learning courses available?
No, one can find many other Machine Learning certification courses online.
Question: Are there any non-technical skills that are required in this field?
Candidates need to stay updated with the latest technologies and trends in Machines.
Question: What is Gartner?
Gartner is one of the world's best companies in the field of research and advisory. They provide advice, knowledge, and several tools to IT-based firms.
Question: Which career is the best in the Machine Learning field?
According to the reports, a Machine Learning Engineer is one of the highest-paid and successful Machine Learning careers.
Question: Do we have to complete in the given time limit only available on Coursera?
No, one can complete at their own pace. This is an approximate time in which people can complete this course. Accordingly, one has to pay per month.
Question: Is the payment one-time or monthly on EdX?
It is a one-time payment. One does not have to pay monthly as on Coursera.
Question: Does Coursera offer financial aid?
Coursera offers financial aid.
Question: Do these machines Learning courses offer certification?
Yes, these all are Machine Learning certification courses. One can use these certificates in their CV or Resume for better job proposals.
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