Optimization Algorithms Courses and Certifications

Convex Optimization I - Lecture 3

Explore advanced convex optimization techniques with Stanford's Stephen Boyd. Dive deep into mathematical concepts and practical applications in this comprehensive lecture series.

• YouTube
• 1 hour 20 minutes
• On-Demand
• Free Online Course

Convex Optimization I - Lecture 13

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Online Course

Convex Optimization I - Lecture 17

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

Convex Optimization I - Lecture 16

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, focusing on practical applications and theoretical foundations in electrical engineering and beyond.

• YouTube
• 1 hour 22 minutes
• On-Demand
• Free Online Course

Convex Optimization I - Lecture 15

Explore advanced convex optimization techniques with Stanford's Stephen Boyd, covering key concepts and applications in electrical engineering and beyond.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Online Course

Introduction to Technology-Assisted Decision-Making

Explore technology-assisted decision-making, learning graph theory and linear programming to optimize outcomes in various fields. Gain practical skills for data-driven problem-solving and resource allocation.

• Coursera
• 8 hours 50 minutes
• On-Demand
• Free Online Course (Audit)

DeepLearning.AI;  Stanford

Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization

63068 ratings at Coursera

Enhance deep learning skills: master hyperparameter tuning, regularization, optimization, and TensorFlow implementation for improved neural network performance and systematic results generation.

• Coursera
• 23 hours 35 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Deep Learning

Learn how deep learning algorithms can be used to solve important engineering problems.

• edX
• 16 weeks, 6-9 hours a week
• On-Demand
• Free Online Course (Audit)

Operations Research (2): Optimization Algorithms

121 ratings at Coursera

Explore optimization algorithms for linear, integer, and nonlinear programs. Learn efficient methods like simplex, branch-and-bound, gradient descent, and Newton's method. Apply concepts to real-world business cases.

• Coursera
• 12 hours
• On-Demand
• Free Online Course (Audit)

Particle Swarm Optimization in MATLAB

1898 ratings at Udemy

A video tutorial on PSO and its implementation in MATLAB from scratch

• Udemy
• 1 hour 21 minutes
• On-Demand
• Free Online Course

2021 Complete guide on optimization problems in Mechanics

59 ratings at Udemy

Learn how to formulate and solve your problems in GAMS

• Udemy
• 3-4 hours
• On-Demand
• Paid Course

C++ Machine Learning Algorithms Inspired by Nature

40 ratings at Udemy

Study the Genetic Algorithm, Simulated Annealing, Ant Colony Optimization, Differential Evolution by Coding from Scratch

• Udemy
• 2-3 hours
• On-Demand
• Paid Course

Deep Learning for Natural Language Processing

1 review

This is an advanced course on natural language processing. Automatically processing natural language inputs and producing language outputs is a key component of Artificial General Intelligence.

• Independent
• On-Demand
• Free Online Course

NPTEL;  IIT Madras

Manufacturing Systems Management

Comprehensive exploration of manufacturing systems, covering cellular manufacturing, JIT, synchronous manufacturing, and flexible systems, with focus on optimization and efficiency.

• YouTube
• 1 day 10 hours
• On-Demand
• Free Online Course

IIT Ropar;  NPTEL

Deep Learning - IIT Ropar

Explore deep learning architectures, optimization algorithms, and applications in computer vision and NLP. Gain practical knowledge for solving real-world problems using neural networks and advanced techniques.

• Swayam
• 12 weeks
• On-Demand
• Free Online Course