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Machine Learning Fundamentals In Depth in Chennai

A comprehensive course on the fundamentals of Machine Learning and Artificial Intelligence using Python required to excel in the industry.

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

More and more industries are relying on machine learning to develop systems that function on their own through repetitive learning. As machine learning is widespread across a variety of domains and industries, it has become a standard prerequisite for engineers striving to work in the industry. This course will offer aspiring engineers a solid understanding of the fundamental machine learning algorithms.

You will learn about...

  • Basic probability and statistics essential for understanding ML and AI
  • Supervised learning (Prediction, classification)
  • Random Forest and Model Evaluation
  • Unsupervised Learning (K Means, Hierarchical, PCA)

In addition to the theory taught in this course, you will get hands-on exposure to the use of Python for machine learning applications. This course culminates with industry level projects focused on real-time application of machine learning concepts. 

Who can enrol in this course?

Engineering graduates and working professionals with a background in similar fields can take this course.

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 1 - Basics of Probability and Statistics

This week, you will learn about

  • Basics of Probability
  • Basics of Statistics
  • What ML & AI is

Week 2 - Basics of Machine Learning (ML) & Artificial intelligence (AI)

This week, you will learn about 

  • Normal Distribution & Standard Normal Distribution: Introduction
  • Business Moments: Introduction
  • Artificial Intelligence

Week 3 - Supervised Learning - Prediction

This week, you will learn about 

  • Supervised learning: Introduction
  • What linear regression is
  • One hot encoding
  • Cost function and gradient descent

Week 4 - Supervised Learning - Classification

This week, you will learn about 

  • Classification problems: Introduction
  • What logistic regression is
  • Cost function and gradient descent

Week 5 - Supervised Learning - Classification

This week, you will learn about 

  • Decision tree
  • Entropy
  • Information gain

Week 6 - Random Forest & Model Evaluation

This week, you will learn about 

  • Random forest
  • Bootstrapping and majority rule
  • Evaluation of classifiers

Week 7- Supervised Learning - Classification

This week, you will learn about 

  • Support Vector Machines (SVM)
  • Mathematical intuition behind SVM
  • How SVM is different from other classifiers

Week 8 - Supervised Learning - Classification

This week, you will learn about 

  • K-Nearest Neighbor
  • Lazy Algorithm
  • Single-layer Neural Network

Week 9 - Unsupervised Learning - K-Means

This week, you will learn about

  • What clustering is
  • Why clustering is important
  • K Means and elbow curve

Week 10 - Unsupervised Learning - Hierarchical

This week, you will learn about

  • Hierarchical Clustering
  • Dendrogram
  • Evaluation of clustering algorithms

Week 11 - Unsupervised Learning - PCA

This week, you will learn about 

  • Feature Selection
  • Principal Component Analysis (PCA)
  • Mathematical intuition behind PCA

Week 12 - Supervised Learning - Classification

This week, you will learn about

  • Artificial Neural Networks
  • Deep learning
  • Different activation functions
  • Understanding back propagation

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.

Descriptive Analysis and Regression Analysis

In this project, you will perform descriptive analysis on given data regarding cars. Using the data, you will have to classify cars based on various parameters and analyze the pricing trends. You will then have to use Python to read the data and identify parameters on which data cleaning has to be performed. In addition to this, you will create a correlation matrix to identify predominant characteristics and then perform regression analysis on them. 

K-Means Clustering

In this project, you will have to clean a data set regarding cars and implement the clustering algorithm using K-Means. You will then have to explain the results and find the optimum values using the Elbow curve.

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 the Machine Learning Fundamentals in Depth in Chennai

Skill-Lync's Machine Learning Fundamentals in Depth course is designed to help you gain expertise in deep learning using Python. In this 100% online course, you will learn the basics of probability, making it suitable for beginners. 

The Machine Learning Fundamentals in Depth Course in Chennai covers concepts like bootstrapping, logistic regression and clustering algorithms. The course will also delve into support vector machines and how SVM separates itself from other classifiers.

Particularly designed for those looking to understand deep learning, this course includes two projects. This will allow you to gain practical knowledge and prepare you for your career. 

Skill-Lync's machine learning course in Chennai has been curated by industry experts with eight years of experience in the field. Further, you will receive a course completion certificate at the end of the course. If you're in the top 5% of the program, you will be awarded a merit certificate. These certifications will boost your resume and may make it easier for you to secure employment. Additionally, the fee structure of this course is flexible, comprising three plans: Basic, Pro and Premium.  

FAQs about the Machine Learning Fundamentals in Depth Course in Chennai

1. Why should I choose the Machine Learning Fundamentals in Depth course by Skill-Lync in Chennai? 

When you take up the Artificial Intelligence and machine learning course in Chennai, you will learn industry-relevant skills taught by experts. The course will teach you various concepts like cost function and gradient descent, valuation of classifiers, single-layer neural network, etc. 

2. What are the prerequisites for taking the Machine Learning Fundamentals in Depth course in Chennai?

This course is for electrical and electronics, mechanical, civil, and computer science engineering students. All freshers and professionals seeking a better understanding of the basics of ML and AI will find this course beneficial. 

3. What is the program fee of Skill-Lync's Machine Learning Fundamentals in Depth course?

The fee structure for the Machine Learning Fundamentals in Depth course is flexible and is available in three plans. The basic plan provides you with 2 months of access at INR 7000 per month for three months, the Pro plan provides you with 4 months of access at INR 10,000 per month for three months and the Premium plan provides you lifetime access at INR 15,000 per month for three months.

4. What are the benefits of choosing the Machine Learning Fundamentals in Depth course in Chennai? 

Pursuing a course at Skill-Lync would offer many benefits to you,

  • Industry-oriented curriculum.
  • Hands-on experience in solving industry projects.
  • Email and forum support from the technical support team to clear your doubts.
  • A certificate of completion for all participants and a merit certificate for the top 5% of the scorers.

5. What are the career prospects after completing the Machine Learning Fundamentals in Depth course in Chennai?

After completing this machine learning course, you can apply for the roles of: 

  • Machine Learning Engineer
  • Data Scientist
  • AI Data Analyst
  • AI Engineer

6. What is the expected salary range after completing the Machine Learning Fundamentals in Depth course in Chennai?

The salary range is dependent on the experience and expertise of the professional. The average salary range of a data scientist is INR 11 lakhs per annum. 

7. Can you tell me more about Skill-Lync?
Skill-Lync is among India's leading EdTech platforms dedicated to transforming engineering education. We equip young engineers with the latest skill sets and cutting-edge tools in new-age technologies.
The brainchild of two engineers from Chennai, Skill-Lync, is on a mission to bridge the skill gap between aspiring professionals and the industry's demands through job-oriented courses.

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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