Careers in Machine Learning

Introduction To Careers in Machine Learning

The following article provides an outline for Careers in Machine Learning. Machine Learning is one of the best career choices compare to other career fields. Because Machine Learning is a part of artificial intelligence and its growth is increased day by day. Many jobs are opened in the Machine Learning field to increase the productivity of the organization and also it can reduce the expenditure of the organization as well. Machine Learning is a field that the machine learning knowledge without programming but through previously having data likes algorithms. Simply say, we automate the machine does do the work without human interference like programming but through algorithms and well-structured data.

Requirements For Machine Learning

If you want to study Machine Learning, the following skills are the basic requirement to become successful in machine learning.

• Fundamentals of Computer Science: To learn Machine learning, we have to know about the basics of computer science like data structure, algorithms, computability, complexity, and computer architecture.
• Statistics and Probability: Probability and its techniques are the backbones of Machine Learning algorithms such as conditional probability, Bayes rule, Hidden Markov models, Markov Decision Processes. Statistics is another important section in Machine Learning which is useful to build models and validate as well from the learned data.
• Data Modeling: Data Modeling is one of the main requirements in Machine Learning which is useful to estimate the given data to find the output pattern.
• Machine Learning Algorithms: A standard Machine Learning Algorithms like H2O, TensorFlow, Theano, etc. are freely available which are useful to learn about machine learning.
• System Design and Software Engineering: In Machine Learning, Machine Learning Engineers provide the output as software format, so that we have to know about software engineering, system design, version control, testing, and documentation, etc.

Career Paths In Machine Learning

Various career paths in machine learning are listed below:

• Machine Learning Engineer: In the Machine Learning field, one can start his carrier initial as a Machine Learning Engineer and he learns the machine learning technology by various programming languages like Python, Scala, Java, etc. with the matched Machine Learning Libraries.
• Data Scientist: Machine Learning work can be fulfilled by Machine Learning Engineers and Data Scientists. The Data Scientist’s role is to create the data and other hands Machine Learning Engineers analyze the given data and generate different machine learning algorithms that help the machine do the work automatically without human help.
• Business Intelligence Developer: It’s another important career in Machine Learning, that the Business Intelligence Developer’s role is to analyze the big amount of data and interpret the results and make the business decision accordingly.
• Human-Centered Machine Learning Developer: In this role, the man creates machine learning algorithms that can be related to human choice. For Ex, in YouTube, the advertisements are shown according to the user preference. The developer helps to learn the machine understand the human preferences without any programming.
• NLP Scientist: NLP is a short form of Natural language Processing. NLP Scientist’s role is to train the machine to learn patterns of speech through Machine Learning technology.

Job Designations For Machine Learning

Many job roles are available in Machine Learning.

The most important job roles are listed as follows:

• Machine Learning Engineer
• Senior Machine Learning Engineer
• Machine Learning Software Engineer
• Data Scientist
• Data Scientist IT
• Data Analyst
• Data Architect
• Senior Data Scientist
• Business Intelligence Developer
• NLP Scientist
• Human-Centered Machine Learning Developer

How Much Will You Earn?

• Machine Learning Engineers will earn approximately one lack dollar per year, the information provided by the famous American website.
• In India also the payout is high compared to other careers, even you can verify through various websites like glassdoor, indeed, etc.

Conclusion

Hope this article provides all the needed information about the careers in Machine Learning and its details.

Recommended Articles

This is a guide to Careers in Machine Learning. Here we discuss the introduction to careers in machine learning, its requirements and various career paths along with job designations. You may also have a look at the following articles to learn more–

1. Machine Learning Tools
2. Machine Learning Features
3. Machine Learning System
4. Machine Learning Life Cycle