Deep Learning Courses and Certifications

Alexander Amini;  MIT

AI in Healthcare

An introduction to how deep learning can expand healthcare access while addressing bias, uncertainty, model limitations, and patient safety.

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

Alfredo Canziani

Modules and Architectures

Explores deep learning modules through softargmax, cost functions, multiplicative interactions, mixture-of-experts, and parameter transformations.

• YouTube
• 1 hour 42 minutes
• Self-Paced
• Free Video

Alfredo Canziani

Tools, Classification with Neural Nets, PyTorch Implementation

Learn neural network classification and regression through training concepts, backpropagation, and PyTorch implementations.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Nicholas Renotte

Build a Deep Audio Classifier with Python and Tensorflow

Build a TensorFlow CNN that converts audio waveforms into spectrograms, classifies bird calls, counts detections in recordings, and exports results to CSV.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video

Valerio Velardo - The Sound of AI

Implementing a Neural Network for Music Genre Classification

Implement a TensorFlow neural network that classifies music genres from MFCC features.

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

Deep Learning Prerequisites: The Numpy Stack in Python (V2+)

22515 ratings at Udemy

The Numpy, Scipy, Pandas, and Matplotlib stack: prep for deep learning, machine learning, and artificial intelligence

• Udemy
• 6 hours 17 minutes
• Self-Paced
• Paid Course

Career Certificate

Mathematical Foundations for Deep Learning

202 ratings at CodeSignal

Build a mathematical toolkit for machine learning through linear algebra, calculus, optimization, and probability and statistics.

• CodeSignal
• 14 hours
• Self-Paced
• Free Certificate
• 5 courses

AI skills: Introduction to Unsupervised, Deep and Reinforcement Learning

Learn the fundamentals and principal AI concepts about clustering, dimensionality reduction, reinforcement learning and deep learning to solve real-life problems.

• edX
• 6 weeks, 4-6 hours a week
• Self-Paced
• Free Online Course (Audit)

Deep Learning with PyTorch Live Course

2 ratings

Build deep learning models in PyTorch: tensors and gradient descent, logistic regression on images, GPU training, CNN image classification, ResNet with data augmentation, and GANs.

• freeCodeCamp
• 12 hours
• Self-Paced
• Free Video

Deep Learning with PyTorch: Zero to GANs

1 rating

"Deep Learning with PyTorch: Zero to GANs" is a beginner-friendly online course offering a practical and coding-focused introduction to deep learning using the PyTorch framework. Enroll now to start learning.

• Jovian
• 24 weeks, 2-3 hours a week
• Self-Paced
• Free Online Course

Using GPUs to Scale and Speed-up Deep Learning

1 rating

Training complex deep learning models with large datasets takes along time. In this course, you will learn how to use accelerated GPU hardware to overcome the scalability problem in deep learning.

• edX
• 5 weeks, 2-4 hours a week
• Self-Paced
• Free Certificate

Learn to use TensorFlow to build deep learning models for classifying image data, including galaxies.

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

Deep Learning with TensorFlow and Keras

17 ratings at edX

Become proficient with tensor operations in PyTorch. Learn how to build and train linear regression models from scratch, apply logistic regression for classification tasks, and handle data efficiently

• edX
• 5 weeks, 2-4 hours a week
• Self-Paced
• Free Online Course (Audit)

Deep Learning with Python and PyTorch.

16 ratings at edX

This course is the second part of a two-part course on how to develop Deep Learning models using Pytorch.

• edX
• 6 weeks, 2-4 hours a week
• Self-Paced
• Free Online Course (Audit)

Advanced Statistical Modeling for Deep Learning and AI

18 ratings at Udemy

Master Advanced Statistics, Deep Learning Optimization, Time Series Forecasting, Bayesian Modeling

• Udemy
• 5 hours
• Self-Paced
• Paid Course