Key Features:
Open-Source Framework Support: Leverage open-source frameworks and tools for code-based, automated, and visual data science within a secure and trusted studio environment.
Foundation Model Tuning: Utilize foundation models and generative AI with minimal data, harnessing advanced prompt-tuning capabilities, full SDK, and API libraries.
Comprehensive AI Lifecycle Management: Accelerate the entire AI model lifecycle with all the necessary tools and runtimes in one place, enabling training, validation, tuning, and deployment of AI models across cloud and on-premises environments.
Generative AI Capabilities:
Foundation Models: Access IBM-selected open-source models from Hugging Face, along with third-party models like Llama-2-chat and StarCoder LLM for code generation, and a range of IBM-trained foundation models of varying sizes and architectures.
Prompt Lab: Experiment with zero-shot, one-shot, or few-shot prompting to support various Natural Language Processing (NLP) tasks, including question answering, content generation and summarization, text classification, and extraction.
Tuning Studio:
Data Science and MLOps:
Prompt Engineering in Prompt Lab:
Rapid AI Development: Leverage foundation models to create better AI faster by experimenting with different prompts for various use cases and tasks.
Diverse AI Applications: Generate job descriptions, classify customer complaints, summarize complex regulatory documents, extract key business information, and much more.
Traditional AI Integration:
Accelerated Production: Build models visually or with code, deploy and monitor with end-to-end lifecycle explainability and fairness.
Simplified Model Production: Utilize MLOps to streamline model production from any tool and facilitate automatic model retraining.
MLOps Capabilities:
Kickstart Your AI Use Cases with Watsonx.ai:
Bring Your Own Models or Utilize Curated Foundation Models: Choose from a suite of curated foundation models offered by IBM or bring your own models for customization.
Open-Source Model Experimentation: Explore open-source models through the IBM and Hugging Face partnership to address various business needs, including knowledge management, insight extraction, AI forecasting, synthetic data generation, and content generation.