Algorithm Optimization Courses and Certifications

Maximized Efficiency in Problem Solving Techniques in Python

1 review

Master advanced Python problem-solving techniques through optimization strategies, combinatorial analysis, heap operations, and efficient data structure manipulation for improved algorithmic performance.

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

Coursera

Analyze and Optimize Fusion Algorithms

Master computational complexity analysis and optimization techniques for fusion algorithms in multimodal AI systems to dramatically improve performance and reduce resource usage.

• Coursera
• 1 hour 30 minutes
• On-Demand
• Paid Course

Sebastian Lague

Coding Adventure - Making a Stronger Chess Engine

Explore techniques to enhance a chess engine, including move selection, search extensions, bitboards, and optimization, culminating in the creation of a Lichess bot and performance analysis.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

javidx9

Optimizing Mandelbrot Fractal Rendering - Brute Force Processing Strategies

Explore strategies to optimize Mandelbrot Fractal rendering, from algorithm improvements to vector co-processing and thread-pools, maximizing CPU performance.

• YouTube
• 53 minutes
• On-Demand
• Free Video

The Cherno

Nodes and A-Star Costs - Game Programming

Explore A* search algorithm fundamentals, including f-cost, g-cost, h-cost, and nodes. Learn how this pathfinding technique works in game programming.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Institute for Advanced Study

Pandora's Box with Correlations: Learning and Approximation - Shuchi Chawla

Explore decision-making under uncertainty, focusing on the Pandora's Box problem with correlated costs. Learn about adaptive strategies and data-driven algorithm design in this advanced computer science seminar.

• YouTube
• 1 hour 6 minutes
• On-Demand
• Free Video

Intro to ChatGPT and Generative AI

50277 ratings at Udemy

Learn How to Use ChatGPT and Skyrocket Your Productivity! Get a Proper Introduction to the Generative AI Field

• Udemy
• 2 hours 19 minutes
• On-Demand
• Paid Course

IEEE

Subsets and Supermajorities - Optimal Hashing-based Set Similarity Search

Explore optimal hashing techniques for efficient set similarity search, focusing on subsets and supermajorities in data structures and algorithms.

• YouTube
• 24 minutes
• On-Demand
• Free Video

tinyML

ZigZag - An Architecture-Mapping Design Space Exploration Framework for Deep Learning Accelerator

Explore ZigZag, a framework for optimizing deep learning accelerator design through architecture-mapping space exploration, enhancing efficiency in embedded systems.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Institute for Pure & Applied Mathematics (IPAM)

Quantum Computation of Stopping Power for Inertial Fusion Target Design

Explores quantum computation for calculating stopping power in inertial fusion, adapting electronic structure algorithms for non-equilibrium dynamics and finite temperature conditions.

• YouTube
• 54 minutes
• On-Demand
• Free Video

Churchill CompSci Talks

Sorting Networks - Harnessing Instruction-Level Parallelism for Efficient Sorting

Explore sorting networks: a parallel approach to comparison-based sorting that can achieve sub-linear time complexity, offering significant speed-up opportunities over traditional methods.

• YouTube
• 24 minutes
• On-Demand
• Free Video

USENIX

Kosmo: Efficient Online Miss Ratio Curve Generation for Eviction Policy Evaluation

Efficient algorithm for generating miss ratio curves to evaluate cache eviction policies, reducing memory overhead and improving throughput compared to existing methods.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Combinatorial Problems and Ant Colony Optimization Algorithm

494 ratings at Udemy

Let's learn Artificial Intelligence search methods: optimization, exact algorithms, heuristics, and metaheuristics

• Udemy
• 4 hours 58 minutes
• On-Demand
• Paid Course

Machine Learning Optimization Using Genetic Algorithm

377 ratings at Udemy

Learn how to optimize Machine Learning algorithms' performances and apply feature selection using Genetic Algorithm

• Udemy
• 6 hours 33 minutes
• On-Demand
• Paid Course

Optimization algorithm using matlab

131 ratings at Udemy

A video tutorial on Firefly Optimization Algorithm and its implementation in MATLAB from scratch

• Udemy
• 1 hour 5 minutes
• On-Demand
• Paid Course