Algorithm Design Courses and Certifications

Computer Science 113: Programming in Python

Learn Python programming in a 9-hour self-paced course, covering topics from basics to machine learning. Credits can be transferred to over 2000 universities.

• Study.com
• 9 hours 12 minutes
• On-Demand
• Paid Course

Fred Hutchinson Cancer Center

Practical Steps for Building Fair AI Algorithms

Algorithms increasingly help make high-stakes decisions in healthcare, criminal justice, hiring, and other important areas. This makes it essential that these algorithms be fair, but recent years have shown the many ways algorithms can have biases by age…

• Coursera
• 5 hours 29 minutes
• On-Demand
• Free Online Course (Audit)

Machine Learning Interview Questions & Answers

26 ratings at Udemy

Top questions (with answers) asked in Machine Learning Engineer job interviews. Become top Data Scientist / ML Engineer.

• Udemy
• 3 hours 25 minutes
• On-Demand
• Paid Course

Introduction to Graduate Algorithms

Learn advanced techniques for designing algorithms and apply them to hard computational problems.

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

NPTEL;  Chennai Mathematical Institute

Design and Analysis of Algorithms

2 reviews

Master algorithm design and analysis with NPTEL's 15-hour program. Learn about iterative and recursive algorithms, graph theory, sorting techniques, dynamic programming, and more.

• YouTube
• 15 hours
• On-Demand
• Free Online Course

Chennai Mathematical Institute;  NPTEL

Design and Analysis of Algorithms

2 reviews

Explore algorithm design and analysis with Chennai Mathematical Institute. Master sorting, searching, graph algorithms, and more over 8 weeks. Ideal for advanced CS students.

• Swayam
• 8 weeks, 2-3 hours a week
• On-Demand
• Free Online Course

NPTEL;  IIT Bombay

Design and Analysis of Algorithms

Master algorithm design and analysis with NPTEL's 30-hour program. Learn about asymptotic notation, divide and conquer, greedy algorithms, pattern matching, dynamic programming, and more.

• YouTube
• 1 day 6 hours
• On-Demand
• Free Online Course

NPTEL;  IIT Bombay

Design & Analysis of Algorithms

1 review

Master algorithm design and analysis with NPTEL's 30-hour program. Learn about asymptotic notation, divide and conquer strategies, greedy algorithms, pattern matching, and NP-completeness.

• YouTube
• 1 day 6 hours
• On-Demand
• Free Online Course

James Evans on Social Computing and Diversity by Design

Explore the intersection of AI and social science with James Evans in this 1-2 hour material from Santa Fe Institute, focusing on social computing, diversity in team-building, and scientific innovation.

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

Sequential Choice and Self-Reinforcing Rankings

Explore the mathematical consequences of choice systems with Santa Fe Institute. Understand how rankings converge, the unpredictability of outcomes, and reinterpret classic models.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Online Course

NPTEL;  IIT Kharagpur

Fundamental Algorithms - Design and Analysis

This course provides an introduction to mathematical modeling of computational problems. It covers the common algorithms, algorithmic paradigms, and data structures used to solve these problems.

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

F#

F# is a strongly-typed, functional language that is part of Microsoft's .NET language stack. Although F# is great for data science problems, it can elegantly handle almost every problem you throw at it. As F# runs on the .NET runtime, you get access to t…

• Exercism
• On-Demand
• Free Online Course

NPTEL;  IIT Gandhinagar

Getting Started with Competitive Programming

Deepen your algorithmic skills with NPTEL. Focus on modeling and implementation through problem-solving. Ideal for those prepping for coding competitions like ICPC. Prerequisites: Data Structures and Algorithms.

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

Introduction to Responsible AI Algorithm Design

172 ratings at LinkedIn Learning

Walk through the steps involved in designing responsible AI and to making responsible decisions. Along the way, check your learning with included challenge and solution sets.

• LinkedIn Learning
• On-Demand
• Free Trial Available

Data Ethics: Making Data-Driven Decisions

143 ratings at LinkedIn Learning

Learn how to design computer algorithms to be more ethical when making complex decisions.

• LinkedIn Learning
• 1-2 hours
• On-Demand
• Free Trial Available