Perceptron Courses and Certifications

Learn the basics of Machine Learning in this introductory course.

• Codecademy
• 20 hours
• Self-Paced
• Free Trial Available

Prodramp

Create and Visualize Your First Perceptron and Feed Forward Network in Python

Learn to build and visualize Perceptron and Feed Forward networks in Python using Keras and TensorFlow. Ideal for beginners, this hands-on tutorial covers network creation, visualization, and fundamental deep learning concepts.

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

Institute for Pure & Applied Mathematics (IPAM)

A Perceptron Trio - Computational vs Statistical Gaps in Learning and Optimization

Explore perceptron algorithms in machine learning, focusing on computational and statistical aspects in optimization and learning theory.

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

UofU Data Science

Perceptron Mistake Bound Theorem in Machine Learning - Lecture 10

Dive into the mathematical foundations of Perceptron algorithms, exploring the theorem and proof behind mistake bounds in machine learning classification.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

UofU Data Science

The Perceptron Algorithm for Linear Classification - Lecture 26

Dive into the Perceptron Algorithm for linear classification, exploring perfect classifiers, margin concepts, and max-margin classifiers while understanding their practical applications.

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

UofU Data Science

Introduction to the Perceptron Algorithm - Lecture 8

Dive into the fundamental concepts of the Perceptron algorithm, exploring its core mechanisms and applications in neural network foundations.

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

UofU Data Science

Perceptron Algorithm and Mistake Bound Theorem - Lecture 9

Dive into advanced Perceptron concepts, exploring practical algorithm variants and the mistake bound theorem for enhanced machine learning understanding.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Free Video

Donato Capitella

Training MNIST Perceptron with PyTorch - Lab 3.4

Master PyTorch implementation of MNIST digit recognition through hands-on training, including data preparation, model development, and performance optimization techniques.

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

AI Doctoral Academy

Deep Learning - Multilayer Perceptron and Backpropagation - Lecture 3

Master multilayer perceptrons and backpropagation algorithms in this focused deep learning lecture by Prof. Pitas from the AI Doctoral Academy.

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

Explore the foundations of neural networks by building perceptrons from scratch, setting weights, and managing error to divide linearly-separable data and create logic gates.

• Codecademy
• 1 hour
• Self-Paced
• Free Trial Available

Neural Networks Made Easy

64 ratings at Udemy

Comprehensive introduction to neural networks, covering fundamentals, perceptrons, and coding from scratch. Includes hands-on challenges and focuses on deep understanding without relying on libraries.

• Udemy
• 1 hour 59 minutes
• Self-Paced
• Free Online Course

Credential

Build Deep Learning Models with TensorFlow

Master TensorFlow to build and tune deep learning models, covering neural networks, classification, and real-world applications through hands-on projects.

• Codecademy
• 10 hours
• Self-Paced
• Free Trial Available

Materials Informatics

Master machine learning and AI applications in materials science, combining data science techniques with physics-based modeling for materials engineering and computational analysis.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

NPTEL;  IIT Madras

Machine Learning

The course places machine learning in its context within AI and gives an introduction to the most important core techniques such as decision tree-based inductive learning, inductive logic programming, reinforcement learning and deep learning through deci…

• YouTube
• 16 hours
• Self-Paced
• Free Video

Great Learning

Artificial Intelligence Tutorial for Beginners - AI Full Course

Keeping the importance of artificial intelligence in mind, we have come up with this full course on Artificial Intelligence.

• YouTube
• 7 hours 12 minutes
• Self-Paced
• Free Video