Machine Learning Frameworks Courses and Certifications

Build machine learning models in Julia: represent data with models, handle model complexity, understand what learning and neurons are, and use the Flux.jl library.

• JuliaAcademy
• Self-Paced
• Free Online Course

Build deep learning models in Julia with Flux.jl: neural network basics, model construction, and training a network to recognize handwritten digits.

• JuliaAcademy
• 1-2 hours
• Self-Paced
• Free Online Course

Tour machine learning with Julia's Knet framework through visual question answering, handwriting recognition, sentiment analysis, language modeling, and image classification.

• JuliaAcademy
• Self-Paced
• Free Online Course

TensorFlow Lite for Edge Devices - Tutorial

Take a trained TensorFlow/Keras model, convert it to TFLite, then shrink it step by step with quantization while checking how much accuracy each compression costs.

• freeCodeCamp
• Self-Paced
• Free Video

TensorFlow 2.0 Crash Course

A practical TensorFlow 2.0 crash course covering neural-network models, text classification with embeddings, model persistence, and GPU setup on Linux.

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

TensorFlow on Google Cloud

This course covers designing and building a TensorFlow input data pipeline, building ML models with TensorFlow and Keras, improving the accuracy of ML models, writing ML models for scaled use, and writing specialized ML models.

• Google Skills
• 15 hours 30 minutes
• Self-Paced
• Paid Course

Get Started with TensorFlow on Google Cloud

Learn to classify images with TensorFlow and Vertex AI using convolutional neural networks and Vertex AI Workbench notebooks.

• Google Skills
• 1 hour 45 minutes
• Self-Paced
• Paid Course

Intermediate ML: TensorFlow on Google Cloud

Build, train, and deploy custom TensorFlow models on Google Cloud, including distributed training with Vertex AI.

• Google Skills
• 3 hours 30 minutes
• Self-Paced
• Paid Course

TensorFlow for Deep Learning Bootcamp: Zero to Mastery

Learn TensorFlow. Get Hired. This course will take you from a beginner to a TensorFlow and Deep Learning Expert. Includes Computer Vision, Convolutional Neural Networks, Transfer Learning, NLP + more!

• Zero To Mastery
• 64 hours
• Self-Paced
• Paid Course

TensorFlow Course – Building and Evaluating Medical AI Models

Build and evaluate a TensorFlow model for chest X-rays, including data preparation, performance statistics, AUC, sensitivity, and specificity.

• 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

TFX on Google Cloud Vertex Pipelines

In this lab you will develop, deploy, and run a TFX pipeline on Google Cloud Vertex Pipelines.

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

Get Started with TensorFlow on Google Cloud: Challenge Lab

This challenge lab tests your skills and knowledge from the labs in the Get Started with TensorFlow on Google Cloud Quest. You should be familiar with the content of these labs before attempting this lab.

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

Orchestrating a TFX Pipeline with Airflow

In this lab, you'll learn to create your own machine learning pipelines using TensorFlow Extended (TFX) and Apache Airflow as the orchestrator.

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

TensorFlow fundamentals

Learn the fundamentals of deep learning with TensorFlow! This beginner friendly learning path will introduce key concepts to building machine learning models.

• Microsoft Learn
• 4 hours 35 minutes
• Self-Paced
• Free Online Course