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IIIT Delhi
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Optimisation for Machine Learning: Theory and Implementation 
offered by IIIT Delhi

  • B++ NAAC accredited
  • State University
  • Estd. 2008

Optimisation for Machine Learning: Theory and Implementation
 at 
IIIT Delhi 
Overview

Unveiling Theoretical Foundations and Practical Application for Streamlined and Enhanced Machine Learning Performance

Duration

8 weeks

Total fee

Free

Mode of learning

Online

Official Website

Explore Free Course External Link Icon

Credential

Certificate

Optimisation for Machine Learning: Theory and Implementation
 at 
IIIT Delhi 
Highlights

  • Earn a certification after completion
  • Learn from expert faculty
Details Icon

Optimisation for Machine Learning: Theory and Implementation
 at 
IIIT Delhi 
Course details

Skills you will learn
Data Science
Who should do this course?
  • UG/PG
What are the course deliverables?
  • Understand the fundamental theories behind optimization in machine learning
  • Implement advanced optimization algorithms for model training and fine-tuning
  • Analyze and troubleshoot optimization challenges in real-world machine learning scenarios
  • Optimize model hyperparameters to enhance predictive performance
More about this course
  • Optimisation is the workhorse of machine learning. Knowing optimisation is a key prerequisite in understanding theory and practise of machine learning. In this course, we will discuss the foundations required for solving optimization problems in the context of machine learning through various case-studies/running-examples
  • We will start with covering the basics of linear algebra and calculus required for learning optimization theory
  • We will learn both the theory and implement optimization algorithms like stochastic gradient descent and its various variants to solve machine learning problems of classification, clustering etc using standard problem formulations which are convex (SVM etc) and non-convex (Neural Networks and Deep Neural Networks) etc

Optimisation for Machine Learning: Theory and Implementation
 at 
IIIT Delhi 
Curriculum

Foundations of Data Science

Linear Algebra and Learning from Data

Convex Optimisation

Optimisation for Machine Learning

Faculty Icon

Optimisation for Machine Learning: Theory and Implementation
 at 
IIIT Delhi 
Faculty details

Prof. Pravesh Biyani

Optimisation for Machine Learning: Theory and Implementation
 at 
IIIT Delhi 
Entry Requirements

Eligibility criteriaUp Arrow Icon

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Optimisation for Machine Learning: Theory and Implementation
 at 
IIIT Delhi 

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Optimisation for Machine Learning: Theory and Implementation
 at 
IIIT Delhi 
Contact Information

Address

Okhla Industrial Estate, Phase III, Near Govind Puri Metro Station
Delhi

Phone
01126907404

(For general query)

01126907400

(For admission query)

Email
registrar@iiitd.ac.in

(For general query)

info@iiitd.ac.in

(For admission query)

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