How do you implement JAX for high-performance scientific computing?

Our researchers leverage JAX's composable transformations, implement vectorized computations, and create efficient numerical algorithms. We've built JAX systems that achieve 10x speedups over traditional NumPy implementations through XLA compilation and automatic differentiation.

What's your approach to JAX optimization and parallel computing?

We implement pmap for parallel execution, use vmap for vectorization, and create efficient distributed training algorithms. Our optimization techniques enable JAX to scale across multiple GPUs and TPUs while maintaining numerical stability and computational efficiency.

How do you handle JAX integration with existing machine learning workflows?

We create compatibility layers with popular ML frameworks, implement efficient data loading pipelines, and design hybrid computation strategies. Our integrations enable teams to adopt JAX incrementally while leveraging existing infrastructure and model architectures.

What's your strategy for JAX debugging and development workflows?

We implement proper debugging techniques for compiled code, create efficient development environments, and design testing strategies for numerical algorithms. Our development workflows enable rapid prototyping while ensuring correctness and performance of JAX implementations.

How do you deploy JAX models for production inference?

We create efficient serving infrastructure, implement optimized inference pipelines, and design scalable deployment architectures. Our deployment strategies enable JAX models to serve high-throughput predictions while maintaining the performance benefits of XLA compilation.

What are the key advantages of using Jax in enterprise environments?

The key advantages of Jax include improved efficiency, scalability, and reliability. Our implementation approach focuses on maximizing these benefits while ensuring seamless integration with existing systems. We provide comprehensive support and optimization to deliver measurable business value.

What tools and frameworks complement Jax development?

We use industry-leading tools and frameworks that complement Jax development. Our technology stack includes proven solutions for development, testing, deployment, and monitoring. We select tools based on project requirements, scalability needs, and long-term maintainability.

What training and resources do you recommend for Jax?

We recommend comprehensive Jax training including hands-on workshops, documentation review, and best practices sessions. Our training resources include technical guides, video tutorials, and ongoing support to ensure your team can effectively work with Jax implementations.

Hire JAX Developer

Train High-Performance Models with JAX

Our ML engineers leverage JAX’s XLA compilation and AutoGrad to prototype and deploy fast, scalable deep-learning pipelines.

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Introduction

AI and ML Development

Why JAX

JAX (Java API for XML) is a Java programming language API for XML parsing and manipulation, providing a standardized way to work with XML data in Java applications through a set of interfaces and classes.

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Use Cases

Develop RESTful web services with the JAX-RS (Java API for RESTful Web Services) specification

Implement resource endpoints and resource representations with JAX-RS annotations

Utilize filters and interceptors for cross-cutting concerns like logging and authentication

Integrate with Java EE containers like Apache Tomcat and WildFly for deployment

Top Rated

Top-Rated NearshoreSoftware Development

Our talented, results oriented developers can serve as the engine to power forward your software development projects. Our nearshore software engineers have the skills and experience you need.

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4.9

Verified Client Rating

Clutch, DesignRush

93%

Net Promoter Score

Client's willing to refer us

150%

Retention Rate

Annual growth in renewals

Award winning development

Top AI Development Company
Top Software Developers
Top Staff Augmentation Company

Top AI Development Company
Top Machine Learning Company
Top Staff Augmentation Company

Top AI Development Company
Top Software Developers

Top Software Development Company

Impact Company of the Year

Best in the West

Hot Vendor for AI

Our Work

A Few of Our Clients

A selection of our custom software development services customers.

Web Application Development. Designed and developed backend tooling.

Developed Generative AI Voice Assistant for Gaming. Built Standalone AI model (NLP)

Designed, Developed, and Deployed Automated Knowledge Discovery Engine

Backend Architectural Design. Data Engineering and Application Development

Application Development and Design. Deployment and Management.

Data Engineering. Custom Development. Computer Vision: Super Resolution

Designed and Developed Semantic Search Using GPT-2.0

Designed and Developed LiveOps and Customer Care Solution

Designed Developed AI Based Operational Management Platform

Build Automated Proposal Generation. Streamline RFP responses using Public and Internal Data

AI Driven Anomaly Detection

Designed, Developed and Deployed Private Social Media App

Testimonials

Photo image of a software development outsourcing project. The image is a man smiling in an office setting after a successful software product demo

Leaders Prefer Us

We invest in our nearshore software engineers and it shows. The key benefits of nearshore software staff augmentation include quicker access to specialized skills and enhanced team capabilities.

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We selected Azumo partly because of the time zone similarity. That proved to be a boon. Via Teams, our firm and Azumo were in near constant communication. Azumo has always been responsive and able to move quickly within their organization when they needed to adjust skill sets.

Narayan Chowdhury

Managing Director

Franklin Park

Behind every huge business win is a technology win. So it is worth pointing out the team we've been using to achieve low-latency and real-time GenAI on our 24/7 platform. It all came together with a fantastic set of developers from Azumo.

Saif Ahmed

SVP Technology

Omnicom

Azumo has been great to work with. Their team has impressed us with their professionalism and capacity. We have a mature and sophisticated tech stack, and they were able to jump in and rapidly make valuable contributions.

Drew Heidgerken

Director of Engineering

Zynga

Their ability to fit so well within the team and our company culture is impressive.

Michelle Pope

COO

Compuclaim

I’ve worked with Azumo for several years across different projects. Everything they do has been done well.

BJ Scott

Head of Product & Design

Angle Health

The people are great, simple as that. Again, I sought out Azumo having worked with them at a previous company (NCSOFT), so I knew his team would be a good tech and culture fit for what we were doing at Big Run. They are all great to work with and excellent at their jobs.

Ben Jordan

Chief Technology Officer

Big Run Studios

Skills

Hire JAX Developers with the Skills Your Project Requires

Accelerate machine learning and numerical computing with JAX, a high-performance Python library that combines the power of NumPy, Autograd, and XLA to enable advanced optimizations.

Our JAX Developers will always have:

Understanding of deep learning frameworks and neural networks

Proficiency in Python programming language

Knowledge of JAX library and its API for automatic differentiation

Experience with building and training neural networks, optimizing performance, and scaling with JAX

Ability to implement custom loss functions, gradient computations, and model training pipelines in JAX

Java

Models

Flexible Development Models to Scale Your Team

We are here to accommodate you. From a single pair of hands to entire teams and expert technical advice, we are flexible enough to support you in any way you need.

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Software Staff Augmentation

We scale your team with the essential personnel your development team needs.

Staff augmentation

Dedicated Development Team

We build dedicated outsourced development teams.

Dedicated Team

Project Delivery & Management

We write requirements, manage tasks, and deliver your software solution.

Project Delivery

Virtual CTO Consulting Services

We advise and architect scaleable and secure technology solutions for AI, Data, and Web.

Virtual CTO

Solutions

Hire Nearshore JAX Engineers for Developing Your Software Solutions

We develop, maintain and innovate with consistent results.

At Azumo, we master the frameworks and technologies that power modern solutions. With our deep domain expertise, we help you modernize, innovate, and maintain your critical software applications. We deliver consistent results regardless of the software development challenge.

AI and ML Development

Custom AI and machine learning implementations

AI / ML

Custom Software Development

Modern web applications and enterprise software solutions

Custom Software

Mobile App Development

Native iOS and Android and cross-platform mobile apps

Mobile

Data Engineering

Scalable data pipelines and analytics solutions

Data

Game Development

Immersive gaming experiences for Unity and Unreal

Gaming

Chatbot Development

AI chatbots and automation platforms

Chatbots

Hire Your JAX Developer from Azumo

Book a time for a free consultiation with one of our Software Architects to discuss your JAX software development requirements

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Benefits of Azumo

Photo of an Azumo customer extolling the benefits of outsourced software development services from Azumo

Why Hire Azumo for JAX Engineers

Ship software features faster and staff your teams more reliably with Azumo

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Time Zone Aligned

Collaborate throughout the working day with your team

Industry Experts

We hire for seniority and test for expertise

Manage Velocity and Budget

Scale your team up or down to meet your business objectives

Agile Approach

We practice strict project management methodologies

Flexible Model

We tailor the team to your needs

Frequently Asked Questions about JAX Development and Outsourcing

Q:
How do you implement JAX for high-performance scientific computing?
Our researchers leverage JAX's composable transformations, implement vectorized computations, and create efficient numerical algorithms. We've built JAX systems that achieve 10x speedups over traditional NumPy implementations through XLA compilation and automatic differentiation.
Q:
What's your approach to JAX optimization and parallel computing?
We implement pmap for parallel execution, use vmap for vectorization, and create efficient distributed training algorithms. Our optimization techniques enable JAX to scale across multiple GPUs and TPUs while maintaining numerical stability and computational efficiency.
Q:
How do you handle JAX integration with existing machine learning workflows?
We create compatibility layers with popular ML frameworks, implement efficient data loading pipelines, and design hybrid computation strategies. Our integrations enable teams to adopt JAX incrementally while leveraging existing infrastructure and model architectures.
Q:
What's your strategy for JAX debugging and development workflows?
We implement proper debugging techniques for compiled code, create efficient development environments, and design testing strategies for numerical algorithms. Our development workflows enable rapid prototyping while ensuring correctness and performance of JAX implementations.
Q:
How do you deploy JAX models for production inference?
We create efficient serving infrastructure, implement optimized inference pipelines, and design scalable deployment architectures. Our deployment strategies enable JAX models to serve high-throughput predictions while maintaining the performance benefits of XLA compilation.
Q:
What are the key advantages of using Jax in enterprise environments?
The key advantages of Jax include improved efficiency, scalability, and reliability. Our implementation approach focuses on maximizing these benefits while ensuring seamless integration with existing systems. We provide comprehensive support and optimization to deliver measurable business value.
Q:
What tools and frameworks complement Jax development?
We use industry-leading tools and frameworks that complement Jax development. Our technology stack includes proven solutions for development, testing, deployment, and monitoring. We select tools based on project requirements, scalability needs, and long-term maintainability.
Q:
What training and resources do you recommend for Jax?
We recommend comprehensive Jax training including hands-on workshops, documentation review, and best practices sessions. Our training resources include technical guides, video tutorials, and ongoing support to ensure your team can effectively work with Jax implementations.