Deploy GPU-Optimized AI Software with One Click Using Brev.dev and NVIDIA NGC Catalog

Summary of Deploying GPU-Optimized AI Software with Brev.dev and NVIDIA NGC Catalog:

Step 1: Setup prerequisites

Obtain the notebook from the NGC catalog and set up the necessary environment for deployment.

Step 2: Prepare the base model

Download Mistral 7B and convert it to .nemo format for fine-tuning using NeMo.

Step 3: Prepare fine-tuning data

Convert the PubMedQA dataset into .jsonl format for parameter-efficient fine-tuning (PEFT) with NeMo and set up training and test datasets.

Step 4: Fine-tune the model

Run the actual fine-tuning of Mistral with LoRA and PEFT for enhanced performance.

Step 5: View performance and results

Evaluate the fine-tuned Mistral 7B model against the test dataset to assess its performance.

By utilizing Brev.dev's 1-click deployment integration with the NVIDIA NGC catalog, developers can easily access GPU resources and deploy NVIDIA software with efficiency. This streamlined process accelerates AI development and deployment, enabling users to leverage the full capabilities of NGC software across various projects. Get started with Brev's 1-click deployment and unleash the power of NVIDIA technologies for AI solutions.