Optimization Algorithms Courses and Certifications

Microcredential

Implementing AI Algorithms from Scratch in C++ (Part 1)

Master machine learning fundamentals by building regression, classification, and optimization algorithms from scratch in C++ without high-level libraries.

• CodeSignal
• 13 hours
• On-Demand
• Free Certificate
• 3 courses

为网络化系统设计智能可靠的优化算法

网络化系统，如计算机网络、移动通信、云计算、交通与物流运筹等，在人们生活与工作中无处不在。在本次课程中，我们将通过不同的具体场景，为大家介绍网络化系统算法设计的一些方法与挑战。

• XuetangX
• On-Demand
• Free Online Course

Particle Swarm Optimization in MATLAB

1966 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

Optimization Algorithms: Theory and Software Implementation

Master optimization algorithms through hands-on Python implementation, covering line search, descent methods, Newton's techniques, and constrained optimization, with practical applications in machine learning and econometrics.

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

Coursera

Linear Regression with Python

438 ratings at Coursera

Implement Linear Regression using Python and Numpy, focusing on practical aspects like optimization algorithms and training processes. Gain hands-on experience in fundamental machine learning concepts.

• Coursera
• 1 hour 45 minutes
• On-Demand
• Paid Course

Introduction to Technology-Assisted Decision-Making

15 ratings at Coursera

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
• Paid Course

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)

Hill Climbing and Simulated Annealing AI Algorithms

101 ratings at Udemy

A micro-credential for learning Inspirations, theories, mathematical models, and applications of HC and SA algorithms

• Udemy
• 3 hours 29 minutes
• On-Demand
• Paid Course

Coursera

Deep Learning with PyTorch : Generative Adversarial Network

99 ratings at Coursera

Implement a Deep Convolutional GAN using PyTorch to generate realistic handwritten digits. Create a generator and discriminator, and learn practical aspects of DCGAN implementation and training.

• Coursera
• 2 hours 1 minute
• On-Demand
• Paid Course

Coursera

Visualizing Filters of a CNN using TensorFlow

84 ratings at Coursera

Explore CNN filter visualization using TensorFlow and VGG16. Learn gradient ascent techniques to maximize filter activations and gain insights into neural network operations.

• Coursera
• 1 hour 20 minutes
• On-Demand
• Paid Course

Coursera

Hyperparameter Tuning with Keras Tuner

70 ratings at Coursera

Learn to optimize Keras models using Keras Tuner, exploring algorithms like Random Search and Bayesian Optimization to automate hyperparameter tuning for improved machine learning performance.

• Coursera
• 1 hour 20 minutes
• On-Demand
• Paid Course

2021 Complete guide on optimization problems in Mechanics

62 ratings at Udemy

Learn how to formulate and solve your problems in GAMS

• Udemy
• 3 hours 5 minutes
• On-Demand
• Paid Course

C++ Machine Learning Algorithms Inspired by Nature

52 ratings at Udemy

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

• Udemy
• 2 hours 51 minutes
• On-Demand
• Paid Course

Generative AI: Foundations and Concepts

Explore the mathematical foundations of generative AI, from neural networks to advanced deep learning models, with practical implementation techniques and applications in engineering.

• Coursera
• 21 hours 36 minutes
• On-Demand
• Paid Course

Deep Learning Intuition - Lecture 2

Explore deep learning intuition with Stanford experts, covering logistic regression, face verification, neural architectures, and advanced applications in computer vision and image processing.

• YouTube
• 1 hour 23 minutes
• On-Demand
• Free Video