It's a crying shame that data scientists today spend so little of their time doing data science. The reality is that teams spend most of their day on data wrangling, data preparation, handling software packages and frameworks, configuring infrastructure, and integrating various components. Neu.ro solves this - it's like having an experienced MLOps team in-house to shave months off of your development schedule.
With Neu.ro you will never have a "just read the manual" moment. Neu.ro is a managed service. This means constant support, and leaving nothing to chance. When your organization needs a new tool or methodology, we are there to operationalize it. We help you maintain every step of your ML development pipeline.
Industry reports attest that 80%+ of data science projects never make it into production, while consuming far more resources and time than originally anticipated. A sound MLOps process and implementation addresses this challenge by combining AI/ML practices with DevOps to create continuous development and delivery (CI/CD) of data and ML functionality that controls the costs and de-risks delivery.
Out of the box Neu.ro spins up a full-fledged ML development environment with all the tools you need at your fingertips. If you don't see something you want in the table, you will probably find it here: Awesome Production Machine Learning. Let us know, and we'll add it to your deployment.
|FREE TOOLS||PAID TOOLS|
|Frameworks||TensorFlow, Keras, PyTorch, Catalyst||We run your custom framework|
|Experiment Tracking||TensorBoard||Weights & Biases (just add your token)|
|Hyperparameter Tuning||NNI||Weights & Biases (just add your token)|
|Remote Debugging||Visual Studio Code||PyCharm Professional (just add your license)|
|Distributed Training||Neu.ro Native, Horovod, PyTorch 1.5||We run your custom framework|
|Model Deployment||Seldon, Cortex, TorchServe||Algorithmia (just add your token)|
|Training Pipelines||Neu.ro Native, Apache Airflow, KubeFlow||We run your custom framework|
|Data Registry||DVC||We run your custom framework|
|Model Registry||Neu.ro Native||We run your custom framework|
|Platform Controlled By||CLI, Web UI, Python API||We embed in your existing process|
Take Neu.ro for a spin.
Try Neu.ro for free on our cloud, with 100 hours of compute. No commitment, no credit card required. Top up your quota whenever needed. Once you've tried it, tell us what you think about your Neu.ro experience and we'll give you another 100 hours for free.
ML development teams often prefer to use nimble on-premise compute for prototyping (model architecture search, coding, initial tuning). This means you'll need to coordinate the work of many developers, swapping data,ideas and testing approaches. You'll also need to correctly version, state save and document your code. Traditionally, this can be 80%+ of your development effort - and it is completely solved by Neu.ro. We provide a uniform development environment so developers feel zero friction transitioning from on-prem to the cloud, and back again.
The cloud is ideal for massive training, tuning and discovery tasks - launching hundreds of simultaneous experiments to pick the best hyper parameters, conducting distributed training deploying multiple models into production to meet SLA requirements. These steps should take under 20% of your model development time, and should boost productivity once the overall direction is set. But cloud costs can quickly spiral out of control if instances are not stopped. Neu.ro Platform manages it all and keeps you in control.
Neu.ro is your remote MLOps team. We are always on call, just an email or text message away. Receive dedicated office hours with qualified engineers to help you navigate the tricky landscape of ML infrastructure.
On Neu.ro, you can easily share data sets, models and experiment results. You can save and recover model states and version and archive. Teamwork is crucial to delivery of quality ML solutions, and Neu.ro makes it happen.
Manage and version your data, models and environments. Never lose track of anything. It is critical to keep track of your work in large projects. Neu.ro keeps you organized, and your projects tidy.
Deploy effective workflows and compress development time with distributed training and hyperparameter searching. Predict and manage the costs of your initiatives with intuitive reporting.
Extend your Neu.ro environment with the tools and packages of your choice. Neu.ro platform's modular design allows it to be customized to fit your exact requirements. It is compatible with all the major frameworks and tool kits. If you have a tool in mind that your team needs to use, we make sure it is integrated into your workspace.
Neu.ro makes AWS, GCP, Azure and Oracle (or any other cloud provider) compatible with your on-prem deployment. Neu.ro's interface allows your developers to seamlessly move between on-prem and the cloud with no transition. Neu.ro can also help you provision pipelines in your own private cloud, whether on your own hardware or on hardware from one of our trusted vendors.
Neu.ro is an MLOps service company. We have developed a broad code first ML toolkit that integrates the latest crop of ML capability along with superb crew of engineers and researchers that will help you solve practical problems and function as your remote MLOps team. Our goal is to make sure your developers and engineers are focused on development and work with that 5% of the code that really matters.