Gradients

SN56 Price

About Gradients (sn56)

Gradients is a decentralized platform on the Bittensor network that simplifies the training of image and text models through distributed intelligence.

• The project enables users to train Artificial Intelligence (AI) models without requiring deep technical expertise.
• It operates as a specialized subnet within the Bittensor Ecosystem to provide on-demand training services.
• Gradients incentivizes a competitive marketplace for automated machine learning scripts developed by a global community.

What Is Gradients

Gradients, also known as G.O.D (Gradients on Demand), is a decentralized infrastructure project designed to democratize access to high-quality artificial intelligence training. The platform functions as a marketplace where developers, known as miners, compete to provide the most efficient and effective scripts for training Large Language Models (LLMs) and diffusion models. By utilizing the distributed computing resources of the network, Gradients aims to lower the barriers to entry for individuals and organizations looking to fine-tune AI models with their own data.

The ecosystem operates through a tournament-based incentive structure where the best-performing scripts receive higher rewards. This competitive environment ensures that the network continuously evolves and optimizes its training capabilities. As the ecosystem grows, the availability of open-source winning scripts provides a compounding resource for the broader community, scaling the collective intelligence available on the platform.

What Makes Gradients Unique

• Automated Machine Learning (AutoML) Competitions: Unlike static training providers, Gradients hosts regular tournaments where miners compete to optimize training logic.
• Simplified User Experience: The platform provides a user-friendly interface and API that allows anyone to initiate model training with just a few clicks.
• Open Source Winning Scripts: At the conclusion of tournaments, the winning AutoML scripts are released to the public, fostering transparent and collaborative AI development.
• Integration with Industry Standards: The platform supports monitoring through Weights & Biases and enables model deployment via Hugging Face.

What Can You Use Gradients for?

• Model Fine-Tuning: Users can provide their own datasets to fine-tune pre-existing image or text models for specific domain tasks.
• On-Demand AI Training: Developers can programmatically access the network's training capabilities through an API for automated workflows.
• AutoML Exploration: Community members can explore and utilize a gallery of models that have been trained and optimized by the network's top performers.
• Distributed Compute Access: Miners can contribute their computational power and training expertise to earn rewards within the subnet.

How Does Gradients Work?

Gradients operates as Subnet 56 on the Bittensor network, leveraging its decentralized protocol to coordinate AI training tasks. The system relies on two primary roles: miners and validators. Miners develop and submit training scripts that aim to achieve the highest accuracy for a given task. Validators are responsible for executing these scripts on dedicated infrastructure and evaluating their performance based on objective metrics.

The token serves as an application utility token within the subnet ecosystem. Users pay protocol service fees to initiate training tasks, which are then distributed to the miners and validators who successfully process the work. This mechanism ensures that the network's resources are allocated to the most capable participants while maintaining a permissionless and trustless environment for AI development.

Team Info and Investors

Gradients was developed by the team at Rayon Labs (now gradients-ai), a group focused on building decentralized AI infrastructure. The project's development is documented on GitHub with contributions from a variety of developers. The project is part of the broader Bittensor ecosystem and operates under an Apache-2.0 open-source license. While the source material does not specify external venture capital investors, it highlights a community-driven development model typical of decentralized Bittensor Subnets.

Where can you buy Gradients?

SN56 tokens can be traded on decentralized exchanges. The most popular exchange to buy and trade Gradients is Subnet Tokens, where the most active trading pair SN56/SN0 has a trading volume of $610,365.79 in the last 24 hours.

What is the daily trading volume of Gradients (SN56)?

The trading volume of Gradients (SN56) is $603,350.90 in the last 24 hours, representing a -74.40% decrease from one day ago and signalling a recent fall in market activity. Check out CoinGecko’s list of highest volume cryptocurrencies.

What is the highest and lowest price for Gradients (SN56)?

Gradients (SN56) reached an all-time high of $39.41 and an all-time low of $0.04099. It’s now trading -87.00% below that peak and 12,403.20% above its lowest price.

What is the market cap of Gradients (SN56)?

Market capitalization of Gradients (SN56) is $26,982,649 and is ranked #769 on CoinGecko today. Market cap is measured by multiplying token price with the circulating supply of SN56 tokens (5.3 Million tokens are tradable on the market today).

What is the fully diluted valuation of Gradients (SN56)?

The fully diluted valuation (FDV) of Gradients (SN56) is $26,982,649. This is a statistical representation of the maximum market cap, assuming the maximum number of 21 Million SN56 tokens are in circulation today. Depending on how the emission schedule of SN56 tokens are designed, it might take multiple years before FDV is realized.

How does the price performance of Gradients compare against its peers?

With a price increase of 30.10% in the last 7 days, Gradients (SN56) is outperforming the global cryptocurrency market which is up 3.90%, while outperforming when compared to similar Artificial Intelligence (AI) cryptocurrencies which are up 21.70%.