Distributed Training PyTorch Solutions | AI & ML Development
Scalable AI with Distributed Training PyTorch Solutions
Accelerating Innovation Through Advanced Machine Learning
Welcome to Associative, a software development firm headquartered in Pune, Maharashtra, India. Established on February 1, 2021, we are a team of dedicated problem-solvers and IT professionals passionate about transforming visionary ideas into scalable digital realities.
As artificial intelligence models grow in complexity, single-node processing is no longer sufficient. Our mission is to guide businesses through the complexities of the digital landscape by offering advanced distributed training PyTorch solutions. We help you scale your machine learning workloads across multiple GPUs and compute nodes, driving efficiency, reducing training times, and establishing market leadership.
Why Choose Associative for AI & Machine Learning?
We operate with unyielding transparency and are formally registered with the Registrar of Firms (ROF), Pune. Our foundation is built on open communication and technical excellence, validated by our status as an Adobe Bronze Solution Partner and Strapi Reseller Partner.
When it comes to intelligent systems, we unlock the power of data through deep technical expertise:
- Core AI/ML Expertise: We deeply utilize the Python ecosystem, specializing in PyTorch, TensorFlow, and Scikit-learn to build robust models.
- Generative AI & LLMs: We deploy Large Language Models using frameworks like LangChain, Ollama, and Keras to build sophisticated chatbots and content tools.
- Computer Vision: Advanced image recognition and 3D data processing using OpenCV.
- Innovation & R&D (NexusReal): We actively build intelligence-fused reality platforms utilizing NeRFs, Gaussian Splatting, and AI avatars, demanding the highest levels of model training efficiency.
Infrastructure for Distributed AI Workloads
Executing distributed training PyTorch architectures requires a flawless cloud and DevOps backbone. We provide the comprehensive infrastructure needed to support your AI scaling:
- Cloud Management: Expert deployment on AWS, Google Cloud, and Azure to provision the necessary high-performance compute clusters.
- Containerization & Orchestration: We utilize Docker and Kubernetes to seamlessly manage and scale your distributed training environments.
- Robust Data Pipelines: Proficiency in SQL and NoSQL (MongoDB, Redis, DynamoDB) to ensure your models are fed data rapidly and reliably.
- CI/CD Automation: Leveraging Terraform and Jenkins to automate and maintain robust deployment pipelines.
Operational Excellence & Client Confidentiality
Your AI models and training data represent your core competitive advantage. Our work structure ensures your intellectual property is fiercely protected:
- 100% Code & IP Ownership: Upon project completion and final payment, clients receive full ownership of the source code and IP. We retain no rights to your work.
- Strict NDAs & No Public Portfolio: We adhere to rigorous non-disclosure agreements and do not share client projects, ensuring your AI initiatives remain entirely confidential.
- 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 from 3 to 9 hours per day to cater to the evolving needs of your machine learning projects.
Contact Information
Ready to accelerate your AI model training? Partner with Associative to build scalable, high-performance intelligent systems.
- Address: Khandve Complex, Yojana Nagar, Lohegaon - Wagholi Road, Lohegaon, Pune, Maharashtra, India – 411047
- Phone/WhatsApp: +91 9028850524
- Email: info@associative.in
- Website:https://associative.in
- Office Hours: 10:00 AM to 8:00 PM (Monday – Saturday)



