Deep Learning Courses and Certifications

Anyscale

How Autodesk Built a Next-Gen Deep Learning Platform with Ray

Autodesk explains how Ray and KubeRay enabled RayLab, its internal platform for scalable deep learning training, data processing, and model serving.

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

From Radar Echoes to Real-Time Recognition - Deep Learning on Another Planet an Open Source Workflow

A fully open-source deep learning workflow uses Venus radar imagery to identify craters, ridges, and volcanoes as structured scientific data.

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

SNIAVideo

Scalable and Robust DNA-Based Storage via Coding Theory and Deep Learning

DNAformer combines neural sequence reconstruction with tensor-product error-correcting codes to retrieve digital data reliably from noisy DNA reads.

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

From Radar Echoes to Real-Time Recognition - Deep Learning on Another Planet - An Open Source Workflow

An open-source machine learning pipeline turns Venus radar imagery into recognition of craters, ridges, and volcanoes.

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

Yacine Mahdid

What is the Transformers' Context Window in Deep Learning and How to Make it Long

Explore transformers' context windows in deep learning, why larger windows matter, and techniques to extend them including positional encoding fixes, flash attention, sparse attention, and low-rank decomposition.

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

UofU Data Science

Attention Mechanisms in Deep Learning

A short data science course focused on attention.

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

Black Hat

Using Deep Learning Attribution Methods for Fault Injection Attacks

Deep learning attribution maps EEPROM power traces to security-fuse timings, guiding a double laser fault injection that exposes protected secrets.

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

ADC - Audio Developer Conference

Crafting Better Generative Music in Games with Deep Learning

Deep learning can help game composers add musical layers and create expressive MIDI performances during gameplay while keeping human creativity central.

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

Code With Aarohi

Object Detection with Deep Learning - Complete Tutorial

1 rating

Implement multiple YOLO versions on custom datasets, alongside Faster R-CNN and SSD detectors, with examples in tracking and segmentation.

• YouTube
• 13 hours 8 minutes
• Self-Paced
• Free Video

Coursera

Deep Learning with PyTorch : Generative Adversarial Network

100 ratings at Coursera

Implement a Deep Convolutional GAN in PyTorch: build a generator and discriminator, then train them to produce realistic handwritten digit images.

• Coursera
• 2 hours 1 minute
• Self-Paced
• Paid Course

Explainable Deep Learning Models for Healthcare

15 ratings at Coursera

Explain deep learning decisions in healthcare: apply permutation feature importance, LIME, SHAP, CAM and Grad-CAM, integrated gradients, and visualise attention weights in recurrent models.

• Coursera
• 4 weeks, 8 hours a week
• Self-Paced
• Paid Course

Explainable Deep Learning Models for Healthcare

15 ratings at Coursera

Explain deep learning decisions in healthcare: apply permutation feature importance, LIME, SHAP, CAM, Grad-CAM, integrated gradients, and visualised attention weights to time-series models.

• Coursera
• 4 weeks, 8 hours a week
• Self-Paced
• Paid Course

MathWorks

Deep Learning for Object Detection

13 ratings at Coursera

Train and evaluate object detection models: retrain YOLO networks with transfer learning, score them with precision, recall and mean average precision, and fix labeling flaws.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Deep Learning Foundation : Linear Regression and Statistics

1406 ratings at Udemy

Learn linear regression from scratch, Statistics, R-Squared, Python, Gradient descent, Deep Learning, Machine Learning

• Udemy
• 6 hours 45 minutes
• Self-Paced
• Paid Course

Coursera

Mining Quality Prediction Using Machine & Deep Learning

70 ratings at Coursera

Predict silica content in iron ore concentrate: train linear regression, decision tree, random forest, gradient boosting and neural network models in Python and compare MSE, RMSE, R2.

• Coursera
• 1 hour 55 minutes
• Self-Paced
• Paid Course