Machine Learning Courses: Types, Top Colleges, Syllabus, Skills, Scope, Salary

Machine Learning Courses: Machine learning programmes encourage learners to create computer algorithms that can be understood without being specifically programmed. Machine learning, to put it plainly, is the process through which machines learn via experience.

Machine Learning is strongly related to Artificial Intelligence degrees and is taught in BTech Computer Science and AI programmes. To become a machine learning engineer, one must obtain the necessary degrees or certifications, such as a diploma in machine learning, a bachelor’s in machine learning, or a master’s in machine learning.

Machine learning courses are available for free on a variety of sites, including Udemy, Coursera, and others. Some sites, such as edX and Udacity, also offer self-paced Machine Learning Certifications from reputable organizations such as Stanford University, Google, and others, with costs ranging from INR 18,000 to INR 16,95,000.

Machine Learning Course Overview

Course Type	Undergraduate Degree/Post-graduate/Certificate Courses
Full-Form	Machine Learning Course
Course Duration	Four months to 1 year
Eligibility Criteria	Minimum educational qualification required is – completed Bachelor’s Degree (relevant course)
Admission Procedure	Entrance Exam
Fees	It starts from 40,000INR and goes up to 60,000 INR.
Job areas	Machine Learning Researchers AI Engineer Data Mining and Analysis Machine Learning Engineer Data Scientist Business Intelligence (BI) Developer
Top Companies	Qualcomm, Google, LinkedIn, Apple, Adobe
Average Salary	Rs 7 Lakhs per Annum

Course Details of Machine Learning

Machine learning currently has a wide analytical foundation and is one of the most intriguing and fast-growing disciplines in computer science. Machine learning may be used in a variety of sectors and applications to increase production and intelligence. Machine learning is so common that you probably use it dozens of times a day without even realizing it. Many experts believe it is also the greatest method to get closer to human AI.

Eligibility Criteria (UG & PG) of Machine Learning

For Machine Learning Undergraduate Level

Students who have finished grades 10 and 2 in a recognised state board with science as a core subject are eligible.
Several colleges choose students based on their performance on a test. Some institutions use a merit-based admissions procedure to choose their students.

For Machine Learning Postgraduate Level

Students must have obtained a Bachelor’s degree in Artificial Intelligence-related programmes to be eligible to apply for postgraduate studies.
Several institutions hold entrance tests such as the GATE.
GATE is a national level examination that leads to enrollment at elite institutes. Many candidates like to write it because it is a national level exam.
Independent tests or merit-based admission to M.Tech artificial intelligence are available at several institutions.

Entrance Exam for Machine Learning

SUAT (Sharda University Admission Test)– For admission to the B.Tech Artificial Learning and Machine Learning programmes at Sharda University, an entrance exam is held. The exam will be conducted entirely online.
IIT-JEE– Students should first pass JEE Main to be considered for admission to IIT Hyderabad’s B.Tech artificial intelligence programme. Then they take the JEE advanced exam. Candidates are chosen based on their scores after passing JEE Advanced.
UPSEE-Artificial intelligence is tested in the Uttar Pradesh State Entrance Exam. The admissions test is open to students who have completed their 12th grade with a major in computer science.
GATE– Artificial intelligence is tested in the Uttar Pradesh State Entrance Exam. The admissions test is open to students who have completed their 12th grade with a major in computer science.

Admission Process for Machine Learning Course

The student will be chosen based on their performance on the entrance exam and in the 12th grade.
To be admitted, the individual must submit an online application.
To create the merit list of selected applicants, the nominee’s JEE Mains score (for B.Tech) and GATE score (for M.Tech) would be used in the selection procedure.
The candidates who have been shortlisted will be able to attend the counselling session as well as the college interviewing rounds.
For the final enrollment process, individuals will be asked for documentation verification. If the authority identifies some mismatch between the submitted information and relevant documentation, the administration can deny the applicant’s admission.

Types of Machine Learning Courses

Certificate, Diploma, Undergraduate, and Postgraduate Machine Learning Courses are provided. The programmes can be selected based on the eligibility requirements.

Certifications in Machine Learning Courses

Machine Learning course certificates are available from a variety of colleges and institutions. The following are some of the most popular Machine Learning Certificate Programs:

Name of the Courses	Duration	Average Fees (INR)
Machine Learning Stanford Online	3 months	3,52,800
Professional Certificate in Foundations of Data Science	2 – 4 months	18,690
Certificate of Professional Achievement in Data Science	12 months	16,95,120
eCornell Machine Learning Certificate	3.5 months	39,550 / 2,52,000
Certificate in Machine Learning	Varies	3,18,360

Below is a list of some of the best colleges for Machine Learning courses.

Name of the Colleges	Average Fees (INR)
Indian Institute of Management, Kolkata	3 LPA
Jadavpur University	1.3 LPA
Faculty of Engineering and Technology, Bangalore	1.28 – 13.22 LPA
SAGE University, Bhopal	1.8 – 6 LPA
Poornima University, Jaipur	3.26 – 6.25 LPA
Indian Institute of Science, Bangalore	—

Diploma in Machine Learning Courses

The following are among the most common Machine Learning diploma courses:

Diploma in Machine Learning Courses	Provider	Duration
Post Graduate Program in Artificial Intelligence and Machine Learning	BITS Pilani	11 months
Post Graduate Diploma in Artificial Intelligence and Machine Learning	NIT Warangal & Edureka	45+ hours
Post Graduate Diploma in AI & Machine Learning	IIT Lucknow	12 months

The following are some of the best institutions that offer Diploma in Machine Learning Courses:

Name of the Colleges	Average Fees (INR)
Amity University, Noida	1.85 LPA
International Institute of Information Technology, Bangalore	2.25 LPA
National Institute of Electronics and Information Technology, Calicut	12,000
National Institute of Electronics and Information Technology, Gorakhpur	3,800

Undergraduation in Machine Learning Courses

Below is a list of some of the best Undergraduate Machine Core Curriculum.

Name of the Courses	Colleges
Data Science: Machine Learning	Harvard University
Undergraduate Program in Data Science	University of Michigan
Mechatronics and Intelligent Machines – Undergraduate Foundation Program	University of Central Lancashire

The following are some of the best institutions that offer Undergraduate Machine Learning courses:

Name of the Colleges	Average Fees (INR)
Vellore Institute of Technology	1,95,000
SRM Institute of Science and Technology	2,60,000
Indraprastha Institute of Information Technology	3,60,000
Lovely Professional University	1,96,000
Dehradun Institute of Technology	1,60,000

Post Graduation in Machine Learning Courses

Candidates must have completed a Bachelor’s degree from a recognised university in a related area to be eligible for Post Graduate programmes in Machine Learning.
The average pay after completing a Master’s in Machine Learning programme is between INR 10,00,000 and INR 20,00,000 per year.

The following are some of the most popular Machine Learning postgraduate courses:

Postgraduate Courses in Machine Learning	Provider	Duration
Executive PG Program in Machine Learning and AI	Upgrad in collaboration with IIIT Bangalore	12 months
MSc Computer Vision, Robotics and Machine Learning	University of Surrey	2 years
Master of Science in AI and Machine Learning	Contemporary Technology University	12 – 18 months

The following are a few of the best colleges that offer postgraduate Machine Learning courses:

Name of the Colleges	Average Fees (INR)
Vellore Institute of Technology	1,95,000
SRM Institute of Science and Technology	2,60,000
Indraprastha Institute of Science and Technology	3,60,000
Lovely Professional University	1,96,000
Dr. DY Patil Institute of Technology	1,01,769

Post Graduation in Machine Learning Courses

Eligibility for Post Graduate courses in Machine Learning is that students have to clear their Graduation from a recognised University from a relevant discipline.
The average salary received post the completion of Master’s in Machine Learning courses is INR 10,00,000 to INR 20,00,000 per annum.

Some of the common Postgraduate courses in Machine Learning are as follows,

Postgraduate Courses in Machine Learning	Provider	Duration
Executive PG Program in Machine Learning and AI	Upgrad in collaboration with IIIT Bangalore	12 months
MSc Computer Vision, Robotics and Machine Learning	University of Surrey	2 years
Master of Science in AI and Machine Learning	Contemporary Technology University	12 – 18 months

Top Colleges Offering Machine Learning Courses in India

For over a decade, the Machine Learning expert course has been taught with zeal and enthusiasm. The following are some of the top colleges in India that offer Machine Learning courses:

Name of the Colleges	Average Fees (INR)
Indian Institute of Technology, Hyderabad	2,00,000
Vellore Institute of Technology	1,90,000
Chandigarh University	80,000
Indian Institute of Technology, Madras	1,000
Indian Institute of Technology, Bangalore	2,000 – 5,000
Lovely Professional University	1,96,000
Dehradun Institute of Technology	1,60,000
University of Petroleum and Energy Studies, Dehradun	1,60,000
Dr. DY Patil institute of Technology	1,01,769
SRM University of Science and Technology, Kanchipuram	2,60,000

Machine Learning Course Syllabus

A Machine Learning Program covers a wide range of topics that are both intriguing and useful. As component of its syllabus for various degrees, the Machine Learning curriculum includes the following basic subjects:

Basics

Unsupervised, Supervised and Reinforcement
Overfitting, Underfitting
Bias – Variance Trade off

Gradient Descent – Stochastic, Batch

Principal Component Analysis	Kernel Density Estimation
Linear Discriminant Analysis	AIC, BIC
Learning Vector Quantization	Radial Basis Functions
Kernel Smoothing Methods	K – fold Cross Validation
Regularisation Methods – Ridge, LASSO	Generalised Additive Models
Partial Least Squares	Gradient Boosting
Ordinary Least Squares	Multivariate Adaptive Regression Splines
Ensemble Learning – Bagging, Boosting, Blending, Staffing	—-

NLP

Word Sense Disambiguation	Regular Expression
Machine Translation	Tokenization
Pronoun Resolution	Stemming

Evaluation Metrics

Precision	Mean Absolute Percentage Error
AUC	Specificity
Recall	Root Mean Square Error

Algorithms

Logistic Regression	Classification and Regression trees
Linear Regression	AdaBoost
Naive Bayes	Support Vector Machines
K Means Clustering	Random Forest
K Nearest Neighbours	Decision Trees
ARIMA	C 4.5, C 5.0
CHAID	Hierarchical Clustering

Deep Learning

Bayesian Neural Nets	Convolutional Neural Networks
Neural Networks	Deep Belief Networks
Deep Boltzmann Machine

Mathematics

Scedasticity	Hypothesis Testing

Machine Learning Courses: Career Scope

After finishing Machine Learning, students can pursue a variety of careers, including Software Engineers, Software Developers, Data Scientists, and Data Architects, among others. The table below details the job profiles and job roles that can be obtained after finishing this course:

Top Jobs

Job Profiles	Job Descriptions
Software Engineer	A Software Engineer is in charge of enhancing system performance, recognizing software trends, and creating standard operating procedures. He’s also in charge of keeping and upgrading current codebases.
Software Developer	A Software Engineer is in charge of enhancing system performance, recognising software trends, and creating standard operating procedures. He’s also in charge of keeping and upgrading current codebases.
Computational Linguist	Computational linguists are in charge of developing systems that can do tasks like voice recognition, automatic speech, machine translation, grammar checking, and so on.
Data Scientist	A data scientist gathers, analyses, processes, and models data before interpreting the findings to develop actionable plans for businesses and other organizations.
Machine Learning Engineer	They are highly skilled programmers that create systems and devices that apply the knowledge knowledge without being directed in any way.

Top Recruiters

The following are some of the top Machine Learning Engineering recruitment agencies:

Ideas2IT Technologies	Oneture Technologies
NeenOpal Inc	Mrmmbs Vision. Web and Mobile App
Day one Technologies	Knoldus Inc
SPEC INDIA	Reckonsys

FAQ’s for Machine Learning

Machine learning necessitates how many programming languages?

Python, C, C++, JavaScript, Java, Shell, C#, R, TypeScript, and Scala are the top ten programming languages for machine learning. Python, on the other hand, is a must-have for anyone interested in machine learning. Because it is used by 57 percent of data scientists, it is preferred by 33 percent of developers over other computer languages.

Is it possible to take Machine Learning courses online?

There are numerous certification courses accessible online that have been taught by specialists in this industry from all around the world. Students looking for low-cost, high-quality courses that they can take from the comfort of their own homes may consider online courses.

How long does a Machine Learning Course last?

The length of the education varies depending on the level; for example, a UG Bachelor’s degree lasts four years. The duration of a PG Master’s degree is two years, while the duration of certification courses varies depending on the website or the college conducting the course.

Is it worthwhile to take a Machine Learning class?

When tried to compare to other computer degrees, taking a Machine Learning study is undoubtedly worthwhile because the employment chances and compensation offered are fairly high.