Deep Learning & Neural Networks

Build and train neural networks and generative models with TensorFlow, Keras and modern frameworks.

16 courses Beginner · Intermediate · Advanced

Beginner

4 courses

Build, Train and Deploy Your First Neural Network with TensorFlow 2

The full ML workflow in TensorFlow 2 and Keras — build, train, monitor and deploy a neural network.

Beginner

Build a Machine Learning Workflow with Keras TensorFlow 2.0

machine · workflow · keras · tensorflow · 2.0 · deep · neural · networks · data · science · models · layers · custom · model · reference · unsupervised · callbacks · convolutional · datas...

Beginner

Getting Started with TensorFlow 2.0

This course walked through TensorFlow 2.0 end to end, from its fundamental data structures to building and training three distinct kinds of Keras models.

Beginner

Introduction to Deep Learning

This technology has completely transformed the field of artificial intelligence over the past decade. If you've used a voice assistant, seen a self-driving car, or chatted with ChatGPT, y...

Beginner

Intermediate

8 courses

Deep Learning Frameworks and Model Implementation

Why frameworks matter and how to build, train and ship a production-ready deep-learning model.

Intermediate

Build a Speech Recognition Model

ASR (_Automatic Speech Recognition_) is the technology that allows computers to convert spoken language into written text. At a fundamental level, ASR systems receive an audio signal — es...

Intermediate

Build an Image Recognition Model

Every day, emergencies around the world face a critical challenge. A child arrives with a persistent cough and fever. An elderly patient has difficulty breathing. The clock is ticking, an...

Intermediate

Building Machine Learning Solutions with TensorFlow.js 2

Machine learning and deep learning are powering some of the most groundbreaking applications of the current era. JavaScript was not traditionally considered the go-to language for machine...

Intermediate

Convolutional Neural Networks (CNNs)

Training: Convolutional Neural Networks (CNNs) — Pratheerth Padman.

Intermediate

Deep Learning Model Deployment

Let's say you have just finished training a deep learning model. Perhaps it is a model for computer vision, or perhaps for natural language processing. You have adjusted the hyperparamete...

Intermediate