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Math behind Machine Learning & Artificial Intelligence using Python in Hyderabad

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 Hyderabad

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 Hyderabad

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 Yourself with Our Math Behind Machine Learning & Artificial Intelligence Course in Hyderabad

Math Behind Machine Learning & Artificial Intelligence is a foundational computer science course by Skill-Lync. It is an essential program for computer science engineers to master machine language and artificial intelligence complexities.

If you are looking for a Machine Learning course in Hyderabad, Skill-Lync is the right place for you. This three-month machine learning course for beginners gives you a foundational knowledge of the Math behind AI-assisted automation. It is a skill every Machine Learning and Artificial Intelligence engineer should know. Math is the essential tool used to make machines mimic human behaviour. Linear algebra, statics and probability are the core concepts that are needed to build a robust algorithm for AI and ML applications.

Skill-Lync in Hyderabad offers a machine learning online course for students and professionals to expand their skill sets. The Machine Learning course in Hyderabad is curated by industry experts with relevant experience in the domain. 

FAQs About Math Behind Machine Learning & Artificial Intelligence (Hyderabad)

Why should I pursue the Math Behind Machine Learning & Artificial Intelligence in Hyderabad?

Machine Learning and Artificial Intelligence are the backbones of modern automation systems. All leading tech companies need this skill to build and maintain their sophisticated tech stack. The Math Behind Machine Learning & Artificial Intelligence in Hyderabad will increase your employability. 

What are the prerequisites for pursuing Machine Learning training in Hyderabad?

The course does not have any prerequisites. Anyone with an interest to work in the Machine Learning and Artificial Intelligence domain can learn this machine learning crash course. learn from a Machine Learning course for beginners will gain immensely from this course. 

What are the benefits of pursuing a Machine Learning course in Hyderabad?

You can acquire industry-relevant skills by learning from a Machine Learning course for beginners. AI and Machine Learning courses in Hyderabad cover both the theory and give a strong practical exposure to applications of AI. You will get email and forum support to clear your queries. Through this course, you will also work on  machine learning projects in Hyderabad

What is the program fee for Math Behind Machine Learning & Artificial Intelligence course in Hyderabad?

The machine learning certification course is available in three payment plans - Basic, Pro, and Premium. The Basic plan offers 2 months of access for INR 7000 per month for 3 months, the Pro plan offers 4 months of access for INR 10,000 per month for 3 months, and the Premium plan offers lifetime access for INR 15,000 per month for 3 months.

What kind of career opportunities open up after completing the AI and ML courses in Hyderabad?

After completing the machine learning course, many opportunities will open up for you. 

  • Machine Learning Engineer 
  • ML/AI expert
  • Data scientist 
  • AI Data Analyst
  • AI Engineer

What is the expected salary after completing the Math Behind Machine Learning & Artificial Intelligence course?

The average salary of a Machine Learning Engineer in India is 8.91 lakhs per annum. However, it primarily depends on your experience and expertise in that domain.

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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