Introducing Ultralytics HUB cloud training!

The AI industry is becoming more popular because of new technologies and applications in different fields. This has led to a growing interest from end-users who want to be a part of it. This is particularly true for deep learning algorithms like Ultralytics YOLOv5 and YOLOv8.

Being the most popular computer vision models, we understood the importance of making our product even more accessible to an even wider audience. How? By developing and implementing the cloud training feature which is now available for Ultralytics HUB PRO users. We listened to the high demand and widespread interest and are thrilled to unveil this new feature!

Let’s take a closer look at this new feature. As an overview, it lets users fine-tune Ultralytics models on a custom dataset in the cloud, making the model training process easy. Say goodbye to complex setups and hello to streamlined workflows with Ultralytics HUB's intuitive interface.

Link to this sectionSelecting an instance#

Choosing the right instance for your model is crucial for optimal performance. The instance is a hardware resource utilized in cloud training. Selecting the appropriate instance is crucial for achieving optimal performance with your model. At this point, we support the Standard Instance Nvidia T4 GPU Server with 16GB memory.

Link to this sectionSteps to train a model#

Training your model on Ultralytics HUB is a seamless three-step process:

• Dataset collection: Collecting datasets is the initial and essential step in computer vision tasks. You can upload custom datasets on Ultralytics HUB or choose from available ones like COCO, VisDrone, etc. We also provided some additional datasets, which you can check out Ultralytics datasets documentation.
• Model selection: Explore our range of pre-built model architectures to train, share, and manage your models effortlessly.
• Training the Model: Ultralytics HUB offers three convenient training options:
• Ultralytics Cloud: Train your model directly on the cloud, where you'll find options for training based on epochs or timed training. This will allow you to choose the best fit for your project.
• Google Colab: Leverage Google's popular Colab notebooks for training. A free platform for Python coding that helps with machine learning using TensorFlow and PyTorch, supporting GPU and TPU.
• Bring Your Agent: Train models locally on your hardware or on-premise GPU servers.

Fig 1. Ultralytics HUB cloud training options.

Link to this sectionTraining the model using Ultralytics HUB Cloud#

Training your model using Ultralytics HUB Cloud is a prime example of computer vision made easy. Simply choose your preferred training duration, available instances, and payment options to get started. Monitor your training progress in real-time and pause or resume training as needed with just a click.

Link to this sectionUltralytics HUB Cloud training benefits#

So why is Cloud training such a fundamental asset? The key benefits of using this feature include:

• Scalability: It allows users to accelerate training, streamline deployment, and deliver cutting-edge AI solutions.
• Simplicity: Businesses can empower their teams to convert visual data into actionable insights. The clear user interface allows users to interact and navigate effortlessly enjoying every step of the training and deployment process.
• Smart: Say goodbye to costly hardware investments. Pay for what you use, save on what you don't. With the cloud training feature on Ultralytics HUB, you can automatically track your usage, allowing you to pay only for what you use.

Fig 2. Ultralytics HUB cloud training feature - tracking metrics.

Link to this sectionPayments and billing options#

Ultralytics HUB offers flexible payment options to suit your every need. Choose between “Pay Now” or using your Ultralytics HUB Account as a wallet for seamless billing. Upgrade your plan through your profile settings, and explore our range of available plans to find the perfect fit for you. You can explore more about payments and billing options here.

That's not all! Use the code "CLOUDPRO20" for a free month of HUB Pro! Offer expires on March 31st, 2024 (limited number of redemptions still available). Don't miss the chance to try this out!

Link to this sectionWrapping up#

Overall, the ability to train and deploy models at increasingly faster speeds is defining the market trends for vision AI. The Ultralytics HUB cloud feature is fundamental in allowing our users to employ our YOLO models tailoring their experience to their needs.

From the diverse and flexible model training options to the benefits including scalability, data-loss prevention, and usage tracking, the Ultralytics HUB cloud feature represents a simple and fast no-code solution for anyone. This solution targets business owners as well as professionals in the AI realm, tailoring to every level of technical proficiency and countless applications in diverse fields spanning agriculture, manufacturing, healthcare, or retail.

Experience the power of cloud training on Ultralytics HUB and take your object detection models to new heights. Watch our live session to learn more!

Learn more about Ultralytics from Founder and CEO Glenn Jocher and Head of Product for HUB Kalen Michael. Visit HUB and start training today!