development

Advanced AI & Machine Learning: Distributed Training PyTorch

Accelerate AI Innovation with Distributed Training PyTorch Solutions

Welcome to Associative, a software development firm headquartered in Pune, Maharashtra, India. Established on February 1, 2021, we are a team of dedicated innovators, problem-solvers, and IT professionals passionate about transforming visionary ideas into scalable digital realities.

As artificial intelligence and machine learning models grow in complexity, scaling your compute power is no longer optional. Our dedicated team of highly skilled IT professionals specializes in distributed training PyTorch workflows, helping businesses process massive datasets and train complex neural networks efficiently.

Core AI & Machine Learning Expertise

We unlock the power of data through intelligent, scalable systems. By leveraging the robust Python ecosystem, we ensure your AI models achieve maximum performance and accuracy.

Distributed Training PyTorch Workloads: We architect scalable machine learning pipelines utilizing PyTorch, TensorFlow, and Scikit-learn to reduce training times across multi-GPU and multi-node clusters.
Generative AI & LLMs: We specialize in Large Language Models using frameworks like LangChain, Ollama, and Keras. Distributed training is critical to our ability to build custom chatbots and advanced content generation tools.
Computer Vision: We implement advanced image recognition and analysis using OpenCV and custom 3D data processing, requiring heavy computational lifting that benefits directly from distributed ML architectures.

Cloud & DevOps Infrastructure for AI

Executing a distributed training PyTorch strategy requires a rock-solid cloud foundation. Our team utilizes a massive landscape of technologies to ensure your training environments are highly available and cost-effective:

Cloud Platforms: Expert management and orchestration of AI workloads on AWS, Google Cloud, and Azure.
Containerization & Orchestration: We utilize Docker and Kubernetes alongside Terraform and Jenkins for robust CI/CD pipelines, making it seamless to deploy and manage distributed training clusters.

Innovation & R&D: NexusReal

Associative is at the forefront of R&D with our flagship project, NexusReal: Intelligence Fused Reality. Bridging digital intelligence and physical reality, this platform showcases our high-end AI capabilities. Through distributed training, we power interactive AI Avatars with lip-syncing, real-time communication via LLMs, and realistic human cloning using Neural Radiance Fields (NeRFs) and Gaussian Splatting.

Operational Excellence & Client Confidentiality

Our mission is to guide businesses through the complexities of the digital landscape with unyielding transparency and regulatory compliance. Associative is formally registered with the Registrar of Firms (ROF), Pune.

When you partner with us for your AI and machine learning needs, you are guaranteed:

Strict NDAs: We adhere to rigorous non-disclosure agreements. We do not maintain a public portfolio, ensuring your proprietary AI models and datasets remain strictly confidential.
100% IP Ownership: Upon project completion and final payment, you receive full ownership of the source code, training scripts, and IP.
Transparent Billing: We operate strictly on a time-and-materials basis. Invoices are submitted daily, weekly, or on a milestone basis so you only pay for the work performed.
Flexible Engagement: We offer variable engagement models ranging from a minimum of 3 hours to a maximum of 9 hours per day.