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Math behind Machine Learning & Artificial Intelligence using Python in Chennai

A 3 month course which takes the student through all the math concepts that he/she requires to get into ML/AI domain

12 weeks long course | 100% Online

Learn from leading experts in the industry

Project based learning with 2 industry level projects that learners can showcase on LinkedIn.

Learn Key Tools & Technologies Python

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Syllabus

This course is full of best-in-class content by leading faculty and industry experts in the form of videos and projects

Course Overview

  • Extension of machine learning course
  • Understanding of Mathematics behind different machine learning algorithms such as linear regression, principal component analysis etc
  • This course is very important if someone want to learn deep learning
  • This course also involves lot of Mathematics with pen and paper

Course Syllabus in Chennai

On a daily basis we talk to companies in the likes of Tata Elxsi and Mahindra to fine tune our curriculum.

Week - 01 Basic concepts

  • In this session, we will learn about
    • Sets
    • Subsets
    • Power set
    • Venn Diagrams
    • Trigonometric Functions
    • Straight lines
    • A.M, G.M, and H.M
    • Concepts of Vectors

Week - 02 Permutation & Combinations

  • In this week's session, we will learn about:
    • Introduction to permutation and combinations
    • Basics of permutation and combinations
    • Fundamental principle of counting
    • Permutations
    • Combinations 

Week - 03 Statistics - I

  • In this week's session, we will learn about:
    • First business moment
    • Second business moment
    • Third business moment
    • Fourth business moment

Week - 04 Probability

  • In this week's session, we will learn about:
    • Introduction to probability
    • Random experiments
    • Conditional probability
    • Joint probability
 

Week - 05 Statistics – II

  • In this week's session, we will learn about:
    • Z Scores
    • Confidence interval
    • Correlation
    • Covariance
 

Week - 06 Probability - II

  • In this week's session, we will learn about:
    • Introduction to probability - II
    • Uniform Distribution
    • Normal Distribution
    • Binomial Distribution
    • Poisson Distribution
 

Week - 07 Likelihood (for Logistic regression)

  • In this week's session, we will learn about:
    • Introduction to likelihood statistics
    • Odds
    • Log odds
    • Maximum likelihood vs probability
    • Logistic regression

 

Week - 08 Gradient descent (for Linear & Logistic regression)

  • In this week's session, we will learn about:
    • Loss function
    • Cost function
    • The gradient descent for linear regression
    • The gradient descent for logistic regression
 

Week - 09 Linear Algebra (for PCA)

  • In this week's session, we will learn about:
    • Matrices
    • Types of matrices
    • Operation on matrices
    • Eigen values
    • Eigen vectors
 

Week - 10 Derivatives (for Neural network)

  • In this week's session, we will learn about:
    • Derivatives
    • Intuitive ideas of derivatives
    • Increasing & decreasing function

Week - 11 Backpropagation (for Deep learning)

  • In this week's session, we will learn about:
    • Chain rule
    • Maxima & minima
    • Back propagation
    • The cost function for deep learning

Week - 12 Python

  • In this week's session, we will learn about:
    • Basics of Python
    • If else
    • For loop
    • Data types
 

Our courses have been designed by industry experts to help students achieve their dream careers

Industry Projects in Chennai

Our projects are designed by experts in the industry to reflect industry standards. By working through our projects, Learners will gain a practical understanding of what they will take on at a larger-scale in the industry. In total, there are 2 Projects that are available in this program.

Logistic regression

In this project, the students are expected to perform the "Logistic Regression Algorithm" taught in the course based on the given input data.

Gradient descent

In this project, the students are expected to perform the gradient descent for ANN in Python based on the given input data.

Our courses have been designed by industry experts to help students achieve their dream careers

Ratings & Reviews by Learners

Skill-Lync has received honest feedback from our learners around the globe.

Google Rating
4.6

Upskill With This Math Behind Machine Learning & Artificial Intelligence using Python Course In Chennai

Machine learning is a segment of AI that primarily focuses on building applications by processing available data sets accurately. The primary aim of machine learning is to help computers process big calculations without needing any human intervention. This is possible by allowing machines to learn like humans via supervised/ unsupervised learning methods. 

Skill-Lync's machine learning training in Chennai is best suited for freshers, students, and working professionals looking to learn algorithms of AI and ML. The main objective of this machine learning crash course in Chennai is to ensure you learn the fundamental math concepts required in Machine Learning & Artificial Intelligence.

This 3-month machine learning training in Chennai will cover all the basics of mathematics like Venn Diagram, Statistics, Probability and Algebra. This ML crash course in Chennai will allow you to learn the basics of Python and how to use basic commands like if and for loop for iterating a sequence. 

FAQs

Why choose a machine learning crash course in Chennai?

Machine learning is a booming market with excellent career opportunities for engineering graduates. This machine learning course in Chennai will help you master the concepts of statistics and develop algorithms using R and Python for real-world projects. 

What are the prerequisites for taking a machine learning online course in Chennai?

While there are no prerequisites for enrolling in the Math behind Machine Learning & Artificial Intelligence using Python course, you can opt for this course if you have an interest in developing simple Machine Learning or Artificial Intelligence-based applications.

What is the program fee of Skill-Lync's machine learning certification course in Chennai?

The fee structures for Skill-Lync's machine learning training in Chennai for beginners are flexible. There are three different plans you can choose from. The first one is a basic plan for INR 7000 per month for three months, which would give you two months of access, and the pro plan for INR 10000 per month for three months, which would give you four months of access. And the premium plan for INR 15000 for three months would give you lifetime access.

What are the benefits of choosing to do the best machine learning course in Chennai?

This excellent ML crash course in Chennai will allow you to gain skills essential for designing an algorithm for ML & AI systems. This course lets you work on real-time projects to make you industry-ready and learn about Python, which is one of the best programming languages for AI and ML.

After completing machine learning training in Chennai, what are the career prospects for beginners?

Taking the AI and ML courses in Chennai would open multiple career opportunities for you. Some of the job positions and roles that you can work for after doing this course include-

  • AI engineer
  • Machine Learning Engineer
  • AI Data Analyst

What is the average salary after completing this machine learning course in Chennai?

After doing machine learning training in Chennai, the average salary is 7.25 lakhs per annum. However, total years of experience play a crucial role in deciding your pay package.

Instructors profiles

Our courses are designed by leading academicians and experienced industry professionals.

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1 industry expert

Our instructors are industry experts along with a passion to teach.

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8 years in the experience range

Instructors with 8 years extensive industry experience.

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Areas of expertise

  • Machine Learning
  • Deep Learning

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