Keras Courses and Certifications

Aladdin Persson

TensorFlow Tutorial - Model Subclassing with Keras - Part 8

Learn to build flexible TensorFlow models using Keras subclassing, including a ResNet-like model with skip connections. Gain advanced model creation skills beyond Sequential and Functional APIs.

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

Introduction to Deep Learning in Python

Learn the fundamentals of neural networks and how to build deep learning models using Keras 2.0 in Python.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Image Processing in Python

Apply your Python skills to take on image data! From pre-processing to deep learning, you'll discover the many ways you can leverage image data.

• DataCamp
• 12 hours
• Self-Paced
• Free Trial Available

Introduction to TensorFlow in R

Learn how to use TensorFlow, a state-of-the-art machine learning framework that specializes in the ability to develop deep learning neural networks.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Master AI and ML fundamentals through advanced generative AI, deep learning, NLP, and Azure certification with IIT Kanpur faculty guidance and hands-on projects.

• Simplilearn
• 11 months
• Self-Paced
• Paid Course

HuggingFace

NLP Workflows with Keras

Explore NLP workflows using Keras, covering text vectorization, various modeling techniques, and practical implementations for efficient natural language processing tasks.

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

DigitalSreeni

Semi-Supervised Learning with GANs in Keras

Explore semi-supervised learning with GANs in Keras, focusing on training discriminators as classifiers using limited labeled data for improved accuracy compared to traditional CNNs.

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

Databricks

Deep Learning Pipelines for High Energy Physics Using Apache Spark and Distributed Keras

Explore CERN's Apache Spark-based data pipeline for deep learning in High Energy Physics. Learn about distributed training of neural network classifiers using BigDL and Analytics Zoo for improved event filtering at LHC experiments.

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

Eran Feit

Convolutional Neural Networks - Deep Learning Basics with Python, TensorFlow and Keras

Learn to build and train a convolutional neural network for chess piece image classification using Python, TensorFlow, and Keras. Covers dataset preparation, model creation, and prediction testing.

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

Jeff Heaton

Deep Neural Network Autoencoders in TensorFlow and Keras - Part 1

Learn to create and implement autoencoders in Keras and TensorFlow, including denoising autoencoders, for deep neural network applications in image processing and function approximation.

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

Jeff Heaton

Neural Networks with Ensembles for TensorFlow and Keras

Learn to create and evaluate ensemble models using random forests and deep neural networks with TensorFlow, Keras, and scikit-learn. Explore feature importance and perturbation ranking techniques.

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

Jeff Heaton

Deep Learning Cross Validation for TensorFlow and Keras

Learn to implement cross-validation techniques for deep learning models using TensorFlow and Keras, enhancing model evaluation and performance in regression and classification tasks.

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

Jeff Heaton

Introduction to TensorFlow and Keras with Anaconda Python

Learn to build neural networks using TensorFlow and Keras for classification and regression tasks. Covers key concepts, data handling, model creation, training, and evaluation.

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

Jeff Heaton

Deep Neural Network Basics for Keras and TensorFlow

Explore deep neural network fundamentals including activation functions, bias neurons, and output calculation for Keras and TensorFlow implementation.

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

Discover AI

Pre-Training BERT from Scratch - Building, Fine-Tuning, and Running Inference with KERAS NLP

Master BERT model pre-training, fine-tuning, and inference using TF2 and KERAS NLP through hands-on implementation of transformers for domain-specific tasks.

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