Convolution Courses and Certifications

ACM SIGPLAN

MetaKernel - Enabling Efficient Encrypted Neural Network Inference Through Unified MVM and Convolution

Discover MetaKernel's revolutionary compiler approach that optimizes encrypted neural network inference, achieving up to 185× speedups through unified matrix-vector multiplication and convolution operations.

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

Institut des Hautes Etudes Scientifiques (IHES)

Convolution and Square on Abelian Groups

Explore advanced mathematical techniques for constructing functions on finite abelian groups where convolution squares equal their squares using theta functions.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Convolution

Explore convolution through intuitive descriptions, equations, and worked examples of typical functions, covering various applications and related concepts.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

3Blue1Brown

But What Is a Convolution?

Explore the concept of convolution in mathematics, from probability to image processing and FFTs, with clear explanations and engaging animations.

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

Signals and Systems, Part 1

3 reviews

This course provides the basic toolkit for any signal processing application - the abstraction of signals and systems, from the point of view of analysis and characterization.

• edX
• 10 weeks, 4-6 hours a week
• On-Demand
• Free Online Course (Audit)

Learn Digital Signal Processing - From Basics To Advance

356 ratings at Udemy

Complete Course for 2021 - Digital Signal Processing, DSP, Signal Processing, DFT, FFT, Digital Filters

• Udemy
• 1 day 12 minutes
• On-Demand
• Paid Course

Neso Academy

Introduction to Convolution Operation

Comprehensive guide to convolution operation in signal processing, covering definition, formula, steps, and animated examples for practical understanding.

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

Undergraduate course on Signals and Systems(course-I)

136 ratings at Udemy

An undergraduate course on fundamentals of signal processing in continuous time domain and in discrete time domain

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

Mark Newman

Understand the Fourier Series

1 review

Dive into signal processing fundamentals through visual exploration of Fourier Series, complex numbers, and convolution techniques for building signals from sine waves.

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

Advanced Circuit Analysis

69 ratings at Udemy

Explore advanced circuit analysis techniques to solve and analyze any circuit you want.

• Udemy
• 12 hours 38 minutes
• On-Demand
• Paid Course

Introduction to Convolutions with TensorFlow

Learn to process images using convolutions and pooling in TensorFlow, extracting key features and compressing data for improved image analysis and feature detection.

• Coursera
• 50 minutes
• On-Demand
• Paid Course

Introduction to CNN Training

Discover CNN fundamentals and build practical image recognition skills through hands-on labs covering convolution, ReLU, pooling layers, and real-world classification projects.

• Coursera
• 2 hours 32 minutes
• On-Demand
• Paid Course

Computational Science and Engineering I

Comprehensive review of advanced mathematical methods for engineering, covering linear algebra, differential equations, Fourier analysis, and numerical techniques with applications to various engineering problems.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Signals and Systems

Comprehensive introduction to analog and digital signal processing, covering time and frequency domain representations, Fourier transforms, filtering, modulation, sampling, and feedback systems for engineers and scientists.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Brandon Rohrer

How Convolution Works

Guided tour of 2D convolution for CNNs and image processing, covering element-wise operations, feature detection, kernels, and practical applications.

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