FAQ

1. How does Inferium ensure the quality of AI models

Inferium uses a combination of automated metrics, human evaluation, and crowdsourced judging to assess the quality of AI models. Models are continuously evaluated based on their performance, user feedback, and competition results.

1. What is Inferium Space?

Inferium Space is a dedicated environment for users to deploy, test, and share their AI models. Each user is provided with a base Space that includes 2 CPUs, 16GB RAM, and 50GB of storage, with options to upgrade for more resources.

1. What is the role of human evaluation in model assessment?

Human evaluation involves user feedback, community interactions, and expert judging. This holistic approach ensures that models are not only technically sound but also practically useful and well-received by users.

1. What kind of NLP algorithms does Inferium use?

Inferium employs a variety of NLP algorithms including transformer-based models like BERT and GPT, sequence-to-sequence models like T5, and recurrent neural networks (RNNs) such as LSTM and GRU. Additionally, Inferium uses attention mechanisms, word embeddings (e.g., Word2Vec and GloVe), named entity recognition (NER), and text classification models to support a wide range of natural language processing tasks.

1. How is blockchain involved in Inferium?

Blockchain technology is integral to Inferium, providing a secure and transparent foundation for various platform functionalities. Key aspects include:

Proof of Inference: Blockchain ensures the integrity and verification of inference results by recording cryptographic proofs on-chain. This process involves generating proofs using Trusted Execution Environments (TEEs) or zero-knowledge proofs (zkProofs) and securely transmitting them for verification and storage.

Smart Contract Pre-Integration: Inferium pre-integrates with smart contracts on multiple blockchain platforms, allowing AI models to directly plug into these networks. This enhances interoperability and reduces setup time for developers, ensuring seamless integration and deployment.

Transaction Fees: Inferium uses $IFR tokens for transaction fees associated with user Space limits, premium services, and other platform activities. Blockchain ensures secure and efficient handling of these transactions.

Staking and Rewards: Users stake $IFR tokens to become validators, securing the network and earning rewards. Blockchain technology manages staking mechanisms and distributes rewards transparently.

Community Engagement: Blockchain supports a dynamic and competitive environment through tournaments and leaderboards, with results and rewards recorded on-chain to ensure fairness and accountability.