Algorithm Analysis Courses and Certifications

TED

How Netflix Changed Entertainment - and Where It's Headed

Reed Hastings discusses Netflix's evolution, innovative culture, content strategy, and recommendation algorithms, while also touching on his philanthropic efforts in education reform.

• YouTube
• 21 minutes
• Self-Paced
• Conference Talk

Simple Snippets

Big Oh vs Big Omega vs Big Theta Notations - Asymptotic Analysis of Algorithms with Example

Explore Big O, Omega, and Theta notations for algorithm analysis. Learn their mathematical definitions, practical applications, and differences in measuring best, worst, and average-case time complexities.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Keith Galli

Algorithms - Recurrences

Master recurrence equations through Fibonacci, merge sort, and binary search examples using recursion-tree and master methods for algorithm analysis.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Smart Physical Systems from the Standpoint of an AI Company

Explore machine learning, deep learning, and their limitations in this seminar. Gain insights into AI applications in autonomous driving, voice control, and image processing.

• YouTube
• 56 minutes
• Self-Paced
• Free Online Course

LZ and Universal Compression - Lecture 10

Explore Lempel-Ziv algorithms and universal compression techniques in this Stanford lecture, delving into advanced data compression theory and applications.

• YouTube
• 1 hour 25 minutes
• Self-Paced
• Free Video

Introducción a la programación en Python I: Aprendiendo a programar con Python

4952 ratings at Coursera

Aprende programación en Python desde cero: variables, algoritmos, funciones, manipulación de texto y listas. Desarrolla habilidades prácticas para crear tus propios programas y juegos.

• Coursera
• 16 hours 39 minutes
• Self-Paced
• Paid 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
• Self-Paced
• Free Video

Steve Brunton

Deep Reinforcement Learning - Neural Networks for Learning Control Laws

Explore neural networks in deep reinforcement learning for control systems, from game-playing AI to robotics. Learn about key algorithms and groundbreaking applications.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Coding Train

Intelligence and Learning - Session 3

Learn to build a movie recommendation engine using machine learning techniques, with a focus on Star Wars ratings data for May the 4th. Explore classification, regression, and practical application of algorithms.

• YouTube
• 3 hours 7 minutes
• Self-Paced
• Free Video

Aleksa Gordić - The AI Epiphany

Graph SAGE - Inductive Representation Learning on Large Graphs - GNN Paper Explained

Deep dive into Graph SAGE, exploring its innovative approach to large-scale graph learning. Covers key concepts, training methods, aggregator functions, and comparisons with other graph neural networks.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

World Economic Forum

An Insight, An Idea with Susan Wojcicki - Global Technology Governance Summit

Insightful conversation with YouTube CEO Susan Wojcicki on technology governance, content moderation, machine learning challenges, and the platform's role during the pandemic.

• YouTube
• 30 minutes
• Self-Paced
• Conference Talk

Nicholas Renotte

Building the Gradient Descent Algorithm - Coding Challenge

Hands-on tutorial for building a gradient descent algorithm from scratch in Python, implementing a regression machine learning model using only NumPy.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Strong Medicine

ABG Interpretation - A Grand Overview of Acid-Base Analysis

Comprehensive overview of acid-base analysis, covering key concepts and applying a master algorithm to interpret ABG results through advanced examples.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Simple Snippets

Radix Sort (Bucket Sort) Sorting Algorithm - Part 1

Comprehensive tutorial on Radix Sort algorithm, covering its working principles, implementation using queues, and step-by-step explanation with diagrams for efficient non-comparative sorting.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Simple Snippets

Counting Sort Algorithm with Diagram - Part 1

Learn the Counting Sort algorithm with step-by-step explanations and visual diagrams. Understand its linear time complexity, implementation, and applications in other sorting techniques.

• YouTube
• 40 minutes
• Self-Paced
• Free Video