What is Together AI?
Together AI is a cloud-based platform designed to accelerate the development and deployment of generative AI models. It provides a suite of tools and services aimed at making AI accessible and efficient for various applications, including customizable GPU clusters, high-performance inference engines, and fine-tuning capabilities. With access to over 100 open-source AI models, Together AI enables users to build state-of-the-art models from scratch and deploy them cost-effectively. Suitable for diverse use cases like generative AI applications, cybersecurity models, and AI analytics, Together AI is positioned as a robust solution for businesses and developers looking to leverage AI technology.
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Together AI Features
High-Performance Inference Engine
Together AI's high-performance inference engine provides up to 4x faster inference than other platforms, essential for real-time applications requiring quick decision-making.
Custom Models
Users can build state-of-the-art AI models from scratch with Together Custom Models, featuring optimizations like FlashAttention-3 for efficient training and deployment.
Fine-Tuning Capabilities
The platform allows fine-tuning of generative AI models with proprietary data, giving users control and ownership over their models.
GPU Clusters
Together AI offers GPU clusters with over 1000 GPUs, equipped with NVIDIA H100 and A100 GPUs, suitable for large-scale AI model training.
Serverless and Dedicated Instances
The platform supports both serverless and dedicated deployment options, catering to different application needs and budget considerations.
Together AI Pros
Cost-Effectiveness
Together AI offers a cost-effective solution for AI model development and deployment, reducing the need for in-house GPU infrastructure. This affordability allows businesses to allocate resources more efficiently, making AI accessible even for smaller organizations.
Scalability
The platform's scalable infrastructure supports both small and large-scale AI projects, accommodating varying computational needs. This scalability ensures that organizations can grow their AI capabilities without facing significant technical barriers.
User Convenience
Designed with user-friendliness in mind, Together AI features intuitive tools and visualizations that simplify the AI development process. This convenience enhances productivity and allows users to focus on innovation rather than technical complexities.
Together AI Cons
Complexity for Beginners
While Together AI provides powerful tools, the platform may be complex for users without a technical background in AI and machine learning. This complexity can hinder adoption among non-technical users, potentially requiring additional training or support.
Dependence on Cloud Infrastructure
Heavy reliance on Together AI's cloud services may pose risks if there are disruptions in service or changes in pricing. Organizations should evaluate their risk tolerance concerning cloud dependency before fully committing to the platform.
How to Use Together AI
Step 1: Getting Started
To start using Together AI, users can access the platform's API or playground to evaluate models. The platform provides a quickstart guide that demonstrates how to get started with its API in just one minute, making it easy for new users to dive in and explore the capabilities.
Step 2: Model Training and Deployment
Users can train models using Together Custom Models, which guide them through data design, model selection, training, tuning, and evaluation. Once trained, models can be deployed on Together's GPU clusters or serverless instances, ensuring flexibility in how applications are managed.
Step 3: Fine-Tuning
Fine-tuning models with proprietary data is straightforward with Together AI. Users can adjust models to meet specific business needs and deploy them for inference when ready, allowing for continuous improvement and adaptation of AI solutions.
Who is Using Together AI
Generative AI Applications
Together AI is ideal for developing generative AI applications, such as text-to-video models and domain-adaptive language models. Its high-performance infrastructure supports the rapid development and deployment of these applications, making it a valuable tool for creative industries.
Cybersecurity Models
Organizations can leverage Together AI to build and deploy cybersecurity models that require extensive computational resources. The platform's GPU clusters and fine-tuning capabilities make it suitable for developing solutions that protect against evolving cyber threats.
AI Analytics
Together AI offers AI analytics capabilities that provide insights into patterns, trends, and correlations in data. This feature is beneficial for businesses looking to optimize their AI models and make data-driven decisions, ultimately enhancing operational efficiency.
Comments
"Together AI has transformed our approach to AI development. The platform is user-friendly and the performance is outstanding!" - Alex T.
"I appreciate the cost-effectiveness of Together AI. It allowed us to scale our projects without breaking the bank." - Sarah L.
"While I love the features, I found the initial learning curve a bit steep. However, the support team was very helpful!" - John D.
References
- [3] Together AI Blog.URL:https://www.together.ai/blog/announcing-together-custom-modelson: 11/13/2023
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