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twitterBefore heading to all the machine learning and data analytics courses, let us discuss what these terms mean. Machine learning is a branch of computer science and AI(Artificial Intelligence) that uses a specific set of data and algorithms to learn as humans do. Machine Learning models are capable of learning from their past experiences and they get improved with the experience. On the other hand, data analytics is the technique of analysing raw data and making predictions based on that data. These courses are provided by many educational institutes as specialised courses in B.Tech or B.sc at the undergraduate level.
What is Machine Learning and Data Analytics Courses
Machine learning and data analytics training courses are offered as specialisations at the postgraduate level by many top engineering colleges across the country. However, one can study these subjects at the undergraduate level as part of B.Tech AI. As we all know, AI is a rapidly growing technology, and good machine learning engineers and data analysts are in need of the hour. In these courses, we will study topics like scientific computing, data handling, big data, matrix computation, and data mining.
Who can Pursue Machine Learning and Data Analytics Courses?
If the individual has a keen interest in AI and future technology, nothing can stop him from taking machine learning and data analytics courses. Because these courses are available online many of the providers offer learning at the beginner level. Working professionals, students, researchers, entrepreneurs, and technology enthusiasts can register for these courses. However, to get a professional degree one must have to take admission in any college or university offering these courses.
Eligibility Criteria of Machine Learning and Data Analytics Courses
As we discussed earlier, if you want to get a professional degree you must have to enrol in any college or university. You must meet the eligibility criteria of that particular college in order to gain admission to these data analytics and machine learning courses. The eligibility criteria vary from institution to institution. Here are some common eligibility criteria that most colleges/universities ask for.
Undergraduate Level (UG):
- Candidates need to pass the 10+2 or equivalent with PCM as major subjects from any recognized board.
- A minimum of 60% marks are required in 10+2 and this can vary from college to college.
- For Btech AI or BSc AI courses, you need to take an entrance exam to apply for the top engineering colleges.
Postgraduate Level (PG):
- Candidates should have a bachelor's degree in computer science or other related engineering branch.
- Candidates should have passed with a minimum of 50% from a recognized university.
- For the PG programme, candidates need to appear for the entrance examination for admission to a good engineering college offering specialisation in these courses
Skills Required for Machine Learning and Data Analytics Courses
There are no such mandatory skills for the enrolment of machine learning and data analytics certificate courses but some additional skills would help you throughout the course. Here are some of the basic knowledge or skills that can help candidates to successfully complete these courses.
- In-depth programming knowledge
- Knowledge of probability and statistics
- Proficiency in Python
- Data manipulation and analysis
- Machine learning algorithms
- Database and SQL
What You Will Learn in Machine Learning and Data Analytics Courses
In machine learning and data analytics courses, you will acquire a range of skills and knowledge to understand, analyse, and manipulate data, as well as build predictive and analytical models. Here are some key topics you can expect to learn in these courses on machine learning for data analytics.
- Introduction to Machine Learning and Data Analytics
- Data Preprocessing and Cleaning
- Exploratory Data Analysis (EDA)
- Statistical Concepts
- Machine Learning Algorithms
- Model Evaluation and Validation
- Data Visualization
- Data Ethics and Privacy
Popular Machine Learning and Data Analytics Courses by Top Providers
In this section of the article, we will provide you with some popular machine learning and data analytics courses with certificates from top providers. These courses are provided by various online learning platforms some of which collaborate with top universities and colleges worldwide. Candidates can choose any of them depending on their goals. For example, if you want to get a professional degree or a specialisation, you can choose educational institutions like engineering colleges for admission. If you are a working professional or anyone who can not attend physical classes, there are some online courses with certifications offered by many providers. Here are some of them:
- Simpliv Learning Machine Learning And Data Analytics Courses & Certifications
- Insofe Machine Learning And Data Analytics Courses & Certifications
- Imarticus Machine Learning And Data Analytics Courses & Certifications
- Udemy Machine Learning And Data Analytics Courses & Certifications
- Edx Machine Learning And Data Analytics Courses & Certifications
Career Opportunities After Machine Learning and Data Analytics Courses
There are a number of career opportunities after graduating from online machine learning and data analytics courses. Candidates can take different job roles according to their interests. Below are some of the prominent career opportunities candidates can take upon successful completion of these data analytics and machine learning courses.
- Data Scientist
- Data Engineer
- Business Analyst
- Machine Learning Engineer
- Business Intelligence Developer
- Research Scientist
- Artificial Intelligence Engineer
Salary Trends in Machine Learning and Data Analytics Courses
The salary of an individual varies due to various factors that affect his job role. Some of the major factors are his level of experience, company, location, and job role as well. Here are some of the prominent job roles after completing the paid or free machine learning and data analytics courses along with their annual average salary in India.
Job Profile | Average Salary Per Annum |
Data Engineer | Rs. 8,80,694 (Approx.) |
Machine Learning Engineer | Rs. 7,72,224 (Approx.) |
Data Scientist | Rs. 9,14,425 (Approx.) |
Business Intelligence Developer | Rs. 6,36,487 (Approx.) |
Artificial Intelligence Engineer | Rs. 7,02,561 (Approx.) |
*Source: Payscale
Scope of Machine Learning and Data Analytics Courses
Machine learning and data analytics online courses offer a wide scope in today's data-driven world. Graduates will gain the skills to extract valuable insights from data, driving informed decisions across industries like finance, healthcare, and e-commerce. The applications extend to fields like healthcare, finance, cybersecurity, and more, enabling professionals to contribute to innovation and research. Also, the salaries of machine learning engineers and data analysts are higher than in any other job role.
Top Recruiters in Machine Learning and Data Analytics Courses
Graduates of machine learning and data analytics courses are highly in demand by a variety of industries and companies. In today’s data-driven world, individuals with expertise in data analysis and machine learning are hired by top companies for better prediction and decision-making. Here are some top recruiters that actively hire professionals with expertise in these fields:
- Amazon
- Meta
- Deloitte
- MuSigma
- Flipkart
- IBM
- Citrix
- Accenture
FAQ's
1. Which is better machine learning or data analytics?
Ans: It is hard to tell which one is better because both of them are great career options and both have high demand. The choice of selecting a career depends on the individual itself.
2. Why should I take a machine learning or data analytics course?
Ans: These machine learning data analysis courses can provide you with valuable skills in a rapidly growing field. Machine learning and data analytics are used in various industries to extract insights from data, make predictions, and optimize processes.
3. Who should take these courses?
Ans: These courses are suitable for a wide range of individuals, including students, professionals looking to upskill, researchers, and anyone interested in working with data to gain insights.
4. What programming languages are commonly used in these courses?
Ans: Python is the most widely used programming language in machine learning and data analytics due to its extensive libraries and ease of use. R is also popular for statistics and data analysis.
5. Do machine learning and data analytics courses online courses offer certificates?
Ans: Yes, many courses offer certificates of completion that can be added to your resume or LinkedIn profile. Some platforms also offer more formal certifications or even degrees in machine learning and data analytics.
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