Machine Learning Frameworks Courses and Certifications

Open Compute Project

Machine Learning Software Ecosystems: Frameworks, Compilers, and Models - Part 1

Explore the landscape of ML frameworks, compilers, and models while understanding performance considerations for various hardware platforms and edge computing requirements.

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

OpenFabrics Alliance

Designing Networking Stacks for Machine Learning Frameworks

Dive into networking stack design for machine learning frameworks, exploring challenges, solutions, and real-world applications through NCCL case studies and prototype implementations.

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

Cambridge Materials

Order-Disorder Transitions in Zeolitic Frameworks Using Molecular Dynamics and Machine Learning

Explore the molecular mechanisms of ordered-disordered phase transitions in zeolitic frameworks through a combination of molecular dynamics simulations, machine learning, and data science approaches.

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

Centre de recherches mathématiques - CRM

Statistical Frameworks for Trustworthy Machine Learning - Privacy, Uncertainty, and Online Inference

Discover advanced statistical frameworks for trustworthy ML, covering Gaussian differential privacy on manifolds and online quantile regression with uncertainty quantification.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Creative Applications of Deep Learning with TensorFlow III

1 rating

Explore advanced deep learning techniques for audio, image, and text modeling. Learn about WaveNet, deep generator networks, and neural doodles. Dive into reinforcement learning and music generation with Google's Magenta Lab.

• Kadenze
• Self-Paced
• Paid Course

Machine Learning Crash Course with TensorFlow APIs

1 rating

Machine Learning Crash Course features a series of lessons with video lectures, real-world case studies, and hands-on practice exercises.

• Independent
• 15 hours
• Self-Paced
• Free Online Course

Learn to build convolutional neural networks, preprocess image data, and use filter and pooling layers for effective image classification with TensorFlow.

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

Learn to create neural networks for data classification using TensorFlow, covering activation functions, model evaluation, and practical implementation.

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

Introduction to TensorFlow Lite

7 ratings at Udacity

Learn how to deploy deep learning models on mobile and embedded devices with TensorFlow Lite.

• Udacity
• 11 hours
• Self-Paced
• Free Online Course

Deep Learning with TensorFlow

Learn TensorFlow for deep learning: from basics to advanced architectures. Master neural networks, CNNs, RNNs, and autoencoders. Practical applications in image, sound, and text processing.

• Cognitive Class
• 3 hours
• Self-Paced
• Free Online Course

Career Certificate

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

TensorFlow 2.0 Crash Course

Learn to create neural networks with Python and TensorFlow 2.0. Covers data handling, model creation, predictions, text classification, embedding layers, model training, saving/loading, and GPU installation.

• freeCodeCamp
• 2-3 hours
• Self-Paced
• Free Video

TensorFlow Course – Building and Evaluating Medical AI Models

Build and evaluate medical AI models using TensorFlow to analyze chest x-rays. Gain practical machine learning skills through a real-world project led by Dr. Jason Adleberg.

• freeCodeCamp
• 1-2 hours
• Self-Paced
• Free Video

TensorFlow: Qwik Start

In this lab, you learn the basic ‘Hello World' of machine learning. Instead of programming explicit rules in a language such as Java or C++, you build a system that is trained on data to infer the rules that determine a relationship between numbers.

• Google Skills
• Self-Paced
• Paid Course

Classify Images with TensorFlow Convolutional Neural Networks

In this lab, you'll learn about how to use convolutional neural networks to improve your image classification models.

• Google Skills
• 1-2 hours
• Self-Paced
• Paid Course