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MACHINE LEARNING

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MACHINE LEARNING

Duration : 6 MONTHS
Eligibility : Degree/Diploma

OVERVIEW

Machine Learning is the study of how to build computer systems that learn from experience. It is a subfield of Artificial Intelligence and intersects with statistics, cognitive science, information theory, optimization, and probability theory. The course will explain how to build systems that learn and adapt using examples from real-world applications. The main topics include linear discriminant, neural networks, decision trees, support vector machines, unsupervised learning, and reinforcement learning.

Course Modules

  • Linear Algebra
  • Probability and Statistics for Data Science
  • Statistical Learning
  • Programming for Data Analysis
  • Convex Optimization and Applications
  • Deep Learning
  • Scalable Learning
  • Software for Data Science
  • Security of Hardware Embedded System
  • Big Network Data
  • Computer Algorithms

Learning Outcome

Students will be able to:

  • Understand different types of machine learning and map problems to different classes of machine learning algorithms.
  • Describe and apply machine-learning algorithms including decision trees, naïve Bayes, and logistic regression.
  • Understand subtleties and application scenarios for different supervised classification algorithms discussed above.
  • Explain and apply machine-learning concepts such as regularization, overfitting, and Laplace smoothing to design efficient machine learning models.

Placement opportunities

Machine learning offers diverse and rewarding opportunities. You aspire to be a data scientist, machine learning engineer, AI research scientist, business intelligence analyst, or computer vision engineer, the field welcomes individuals with a passion for data and innovation.

Our Accreditation

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