Menu

Workshops

Projects

Blogs

Careers

Hire from us


For Business / Universities

Corporate Training

Academic Up-skilling


All Courses

Choose a category

Loading...

All Courses / undefined

All Courses / undefined / undefined

logo

Loading...

FOR BUSINESSES

Corporate Upskilling

FOR Universities

Academic Training

More

Machine Learning Fundamentals In Depth in Pune

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

Book a Free Demo Session

Enter your phone number and book a FREE Demo session on your favourite courses now!
Please enter a valid email
Please enter a valid number

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 Pune

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 Pune

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

Boost Your Skillset with the Machine Learning Fundamentals in Depth Course in Pune

The Machine Learning Fundamentals in Depth course is a beginner-level course by Skill-Lync that focuses on the essential concepts that need to be understood to further develop expertise in deep learning. 

Skill-Lync has curated a relevant and industry-related AI and ML course for mechanical engineers in Pune. It looks at both the fundamental and advanced principles and concepts associated with the statistical tools of ML and AI.

This Skill-Lync course is based on the programming language Python, which is most widely used for the effective integration of systems. Additionally, Pune, a big tech hub, offers you the opportunity to gather AI and ML data from various tech companies around you and apply practically what you are learning in classrooms. Skill-Lync also hires professional industry experts from Pune as instructors to provide you with a rounded learning experience.

Skill-Lync offers a certificate after the successful completion of the course. The top 5% of the class also receive a merit certificate. For your convenience, the course fee is very affordable and can be paid through EMI plans.

FAQs about the Machine Learning Fundamentals in Depth Course in Pune

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

This course will be beneficial if you plan to work with the mathematical principles behind various ML algorithms. This is one of the best machine learning courses for mechanical engineers in India based on Python that will give you both theoretical and practical knowledge.

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

Although the course is suitable for beginners, it would be helpful to have an engineering background. Mechanical, automotive, electrical, electronics, or civil engineering are all desired backgrounds for the candidates.

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

You can choose from three plans - basic, pro, and premium with fees respectively, Rs. 7,000, Rs. 10,000, and Rs. 15,000 per month. There are certain flexible EMI plans also available.

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

This ML and AI mechanical engineering course will allow you to learn the fundamentals of ML and AI and bridge the gap between theory and practice. It will also acquaint you with other important concepts like linear regression, logistic regression, bootstrapping, etc.

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

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 Pune?

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

Instructors profiles

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

image

1 industry expert

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

image

8 years in the experience range

Instructors with 8 years extensive industry experience.

image

Areas of expertise

  • Machine Learning
  • Deep Learning

Similar Courses

Got more questions?

Talk to our Team Directly

Please fill in your number & an expert from our team will call you shortly.

Please enter a valid email
Please enter a valid number
Try our top engineering courses, projects & workshops today!Book a FREE Demo