AI ecosystem
A practical guide to constructing multi-modal evaluation datasets across image, video, text, and audio modalities with systematic criteria and annotation methodology.
Practical guides, configurations, templates, and evaluation resources for curious builders.
AI ecosystem
A practical guide to constructing multi-modal evaluation datasets across image, video, text, and audio modalities with systematic criteria and annotation methodology.
Research and Learning
Use the official scikit-learn scoring reference with an original study route covering label policies, arithmetic checks and inspectable AI experiments.
AI ecosystem
A comprehensive guide to designing and deploying AI agent orchestration systems in production environments, covering architecture patterns, security controls, observability, and operational best practices for LLM-based agent systems.
AI ecosystem
Comprehensive overview of open-source frameworks for evaluating large language models, covering benchmark suites, testing methodologies, and integration patterns for CI/CD pipelines.
AI ecosystem
Meta's official guide covering Llama model usage, prompt engineering best practices, and safety considerations for Llama models.
AI ecosystem
Introduces LoRA, which freezes pretrained weights and trains low-rank adaptation matrices to reduce the number of trainable parameters.
AI ecosystem
The original Transformer paper introduces an attention-based sequence transduction architecture that dispenses with recurrence and convolutions.
AI ecosystem
A practical course for people with coding experience who want to build deep learning applications across vision, language, and structured data.
AI ecosystem
A free course on language models and NLP using the Hugging Face ecosystem, including model use, datasets, and fine-tuning.
AI ecosystem
An official introduction to MCP and how it connects AI applications to external data sources, tools, and workflows.
AI ecosystem
An architecture guide distinguishing predefined workflows from autonomous agents and explaining simple patterns for building effective systems.
AI ecosystem
Build a calculator agent using either LangGraph’s graph-based nodes and edges or its Functional API. Useful for learning the two workflow styles.