Machine Learning

The Machine Learning training course in Kolkata will make you an expert in this emerging domain, a form of artificial intelligence that automates data analysis to enable computers to learn and adapt through experience to do specific tasks without explicit programming. One will learn machine learning concepts and techniques including supervised and unsupervised learning, mathematical and heuristic aspects, and hands-on modeling to develop algorithms and prepare you for a career role of Machine Learning Expert.. There are multiple courses available to fit the requirement of students and working Professionals
  1. Short duration Machine Learning Overview course.
  2. A more intense Machine Learning course for those intending to pursue a career in this domain.
What skills will the student gain?
After the completion of this course, the student will be able to:
  • Master the concepts of supervised, unsupervised and reinforcement learning concepts and modeling.
  • Gain practical mastery over principles, algorithms, and applications of machine learning through a hands-on approach which includes working on 28 projects and one capstone project.
  • Acquire thorough knowledge of the mathematical and heuristic aspects of machine learning.
  • Understand the concepts and operation of support vector machines, kernel SVM, naive bayes, decision tree classifier, random forest classifier, logistic regression, K-nearest neighbors, K-means clustering and more.
  • Comprehend the theoretical concepts and how they relate to the practical aspects of machine learning.
  • Be able to model a wide variety of robust machine learning algorithms including deep learning, clustering, and recommendation systems
Mode of Training
  • The classes are delivered during Weekday or Weekend in classroom or online modes
Locations:
  • The training is offered in locations like Chennai, Bangalore, Kolkata, Mumbai and NCR.

Fundamentals

A crash course in Python
  • Python Fundamentals
  • NumPy
  • Pandas
  • Sci-kit Learn
The Machine Learning Landscape
  • What is Machine Learning?
  • Why use Machine Learning?
  • Types of Machine Learning Systems
  • Main Challenges of Machine Learning
  • Testing & Validating
End-to-End Machine Learning Project
  • Working with Real Data
  • Look at the Big Picture
  • Get the Data
  • Discover & Visualize the Data to Gain Insights
  • Prepare the Data for Machine Learning Algorithms
  • Select & Train a Model
  • Fine-tune Your Model
  • Launch, Monitor & Maintain Your System
Classification
  • Traning a Binary Classifier
  • Performance Measures
  • Multiclass Classification
  • Error Analysis
  • Multilabel Classification
  • Multioutput Classification
Training Models
  • Linear Regression
  • Gradient Descent
  • Polynomial Regression
  • Learning Curves
  • Regularized Linear Models
  • Logistic Regression
Support Vector Machines
  • Linear SVM Classification
  • Non-linear SVM Classification
  • SVM Regression

ADVANCED

Decision Trees
  • Training & Visualizing a Decision Tree
  • Making Predictions
  • Estimating Class Probabilities
  • The CART Training Algorithm
  • Computational Complexity
  • Regression
Ensemble Learning & Random Forests
  • Voting Classifiers
  • Bagging & Pasting
  • Random patches & Random Subspaces
  • Random Forests
  • Boosting & Stacking
Artificial Neural Networks
  • Introduction to Artificial Neural Networks
  • Building a Perceptron Based Classifier
Fuzzy Logic
  • Fuzzy Sets
  • Fuzzy Logic
  • Using Python to develop a Fuzzy System

PROJECT WORK

Course NameDelivery ModeFeeSpecial Offer
Machine Learning - Fundamentals Classroom Rs. 9,500 inclusive of taxes Discount for 3+ enrollments
Machine Learning - Advanced Classroom Rs. 9,500 inclusive of taxes Discount for 3+ enrollments
Machine Learning Combined Classroom Rs. 19,000 inclusive of taxes Discount for 3+ enrollments

Basic knowledge of Python will be helpful.

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  • Delegate pack consisting of study material and exercises
  • Live Instructor training with a proficient, industrially-rich and seasoned expert
  • This is a complete hands-on training where the trainer will demonstrate each feature and participants will follow and do the same on the system.

    After you enroll, you will be guided on how to access the system.

    No. You will need to arrange software for your use.

    You can gather your doubts and come by prior appointment to get your doubts cleared.

    Yes, participants receive a certificate after completing the course provided they have attended 90% of the class.

    A Few Things You’ll Love!

    • Experienced Training Partner
    • Certified & Industry Expert Trainers
    • Multiple Training Delivery Models
    • Customized
      Course
    • 24/7 e-Learning Access
    • Assessments and Mock Tests
    • Placement Assistance
    Training Calendar
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