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

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 CoursesDurationAverage Fees (INR)
Machine Learning Stanford Online3 months3,52,800
Professional Certificate in Foundations of Data Science2 – 4 months18,690
Certificate of Professional Achievement in Data Science12 months16,95,120
eCornell Machine Learning Certificate3.5 months39,550 / 2,52,000
Certificate in Machine LearningVaries3,18,360

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

Name of the CollegesAverage Fees (INR)
Indian Institute of Management, Kolkata3 LPA
Jadavpur University1.3 LPA
Faculty of Engineering and Technology, Bangalore1.28 – 13.22 LPA
SAGE University, Bhopal1.8 – 6 LPA
Poornima University, Jaipur3.26 – 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 CoursesProviderDuration 
Post Graduate Program in Artificial Intelligence and Machine LearningBITS Pilani11 months
Post Graduate Diploma in Artificial Intelligence and Machine LearningNIT Warangal & Edureka45+ hours
Post Graduate Diploma in AI & Machine LearningIIT Lucknow12 months

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

Name of the CollegesAverage Fees (INR)
Amity University, Noida1.85 LPA
International Institute of Information Technology, Bangalore2.25 LPA
National Institute of Electronics and Information Technology, Calicut12,000
National Institute of Electronics and Information Technology, Gorakhpur3,800

Undergraduation in Machine Learning Courses

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

Name of the CoursesColleges
Data Science: Machine LearningHarvard University
Undergraduate Program in Data ScienceUniversity of Michigan
Mechatronics and Intelligent Machines – Undergraduate Foundation ProgramUniversity of Central Lancashire

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

Name of the CollegesAverage Fees (INR)
Vellore Institute of Technology1,95,000
SRM Institute of Science and Technology2,60,000
Indraprastha Institute of Information Technology3,60,000
Lovely Professional University1,96,000
Dehradun Institute of Technology1,60,000

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 LearningProviderDuration 
Executive PG Program in Machine Learning and AIUpgrad in collaboration with IIIT Bangalore12 months
MSc Computer Vision, Robotics and Machine LearningUniversity of Surrey 2 years
Master of Science in AI and Machine LearningContemporary Technology University12 – 18 months

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

Name of the CollegesAverage Fees (INR)
Vellore Institute of Technology1,95,000
SRM Institute of Science and Technology2,60,000
Indraprastha Institute of Science and Technology3,60,000
Lovely Professional University1,96,000
Dr. DY Patil Institute of Technology1,01,769

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 LearningProviderDuration 
Executive PG Program in Machine Learning and AIUpgrad in collaboration with IIIT Bangalore12 months
MSc Computer Vision, Robotics and Machine LearningUniversity of Surrey 2 years
Master of Science in AI and Machine LearningContemporary Technology University12 – 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 CollegesAverage Fees (INR)
Indian Institute of Technology, Hyderabad2,00,000
Vellore Institute of Technology1,90,000
Chandigarh University80,000
Indian Institute of Technology, Madras1,000
Indian Institute of Technology, Bangalore2,000 – 5,000
Lovely Professional University1,96,000
Dehradun Institute of Technology1,60,000
University of Petroleum and Energy Studies, Dehradun1,60,000
Dr. DY Patil institute of Technology1,01,769
SRM University of Science and Technology, Kanchipuram2,60,000

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 ProfilesJob Descriptions
Software EngineerA 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 DeveloperA 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 LinguistComputational linguists are in charge of developing systems that can do tasks like voice recognition, automatic speech, machine translation, grammar checking, and so on.
Data ScientistA data scientist gathers, analyses, processes, and models data before interpreting the findings to develop actionable plans for businesses and other organizations.
Machine Learning EngineerThey 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 TechnologiesOneture Technologies
NeenOpal IncMrmmbs Vision. Web and Mobile App
Day one TechnologiesKnoldus Inc
SPEC INDIAReckonsys

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.

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