Resources

    Explore curated resources to advance your AI expertise and discover breakthrough insights transforming industries.

    Tools

    Vector DB Comparison

    Interactive comparison matrix of vector databases, showcasing supported capabilities and verified feature sets.

    Benchmarks

    MTEB Leaderboard

    Compare sentence embedding models across multiple languages and tasks using the MTEB benchmark leaderboard.

    Benchmarks

    LMArena Leaderboard

    Explore real‑time rankings of leading chatbots like GPT‑4o, Claude, Gemini based on user preferences and Bradley‑Terry ranking.

    Use Cases

    ZenML LLMOps Database

    Curated database of 300+ real-world LLMOps production case studies with architectures, metrics, and challenges.

    Benchmarks

    LLM‑Perf Leaderboard

    Compare LLM latency, throughput, memory, and energy usage across hardware and backend optimizations via Optimum.

    Tools

    OpenAI Cookbook

    Open-source collection of practical API examples and guides: completions, agents, embeddings, RAG, and more.

    Benchmarks

    LLM API Rankings

    Compare LLM APIs on quality, latency, throughput, context window, price, and cost metrics via Artificial Analysis.

    Use Cases

    Google Cloud GenAI

    Google Cloud GenAI Use Case Catalog: Structured catalog of 600+ real-world generative AI usecases across industries, curated for learning.

    Use Cases

    OpenAI Guide

    OpenAI AI Use Case Identifying Guide: Practical guide with checklists and stories for identifying and scaling AI usecases across teams.

    Benchmarks

    Artificial Analysis Benchmarks

    Independent platform benchmarking AI models and APIs for intelligence, speed, price, context, multimedia capabilities, and value.

    Benchmarks

    Stanford HELM

    Holistic LLM benchmark evaluating accuracy, fairness, bias, toxicity, and robustness across diverse real-world scenarios with transparent, multi-metric methods.

    Benchmarks

    MLCommons Benchmarks

    Open-source AI system benchmarks measuring training, inference, safety, storage, and client performance at scale.

    Benchmarks

    SEAL LLM Leaderboard

    Expert-curated benchmark evaluating frontier LLMs on reasoning, code, vision, and robustness using private tasks.

    Use Cases

    GenAI usecases in Education

    EdTech Insiders: Curated database of ~60 K–12 Generative AI usecases and 300+ educational AI tools.

    Use Cases

    AI Multiple Use-Case Library

    Structured, data-driven catalog of 100+ AI usecases by function and industry, with real-world examples.

    Courses

    DeepLearning.ai Courses

    Comprehensive catalog of DeepLearning.AI courses: foundations, generative AI, LLMOps, TensorFlow, specialization programs, and short courses.

    Guides

    Prompt Engineering Guide

    Comprehensive guide on prompt engineering: techniques like CoT, injection mitigation, multi-model insights, with examples.

    Guides

    Learn Prompting Guide

    Free, open-source prompt engineering guide teaching foundational to advanced techniques with practical examples and strategies.

    Tools

    Inference Providers

    Unified inference API integrating diverse providers—Fal, Replicate, SambaNova, Together AI—for scalable cross-task model access.

    Courses

    GenAI Intensive Course

    Self‑paced guide covering foundational models, prompting, embeddings, agents, domain‑specific LLMs, and MLOps in five days.

    Benchmarks

    OpenRouter Leaderboard

    Monitor real-time model popularity and token consumption across use-case categories using OpenRouter analytics.

    Guides

    HackAPrompt Tutorial

    Interactive beginner red‑teaming tutorial teaching prompt injection and jailbreaking techniques with hands‑on challenges and leaderboard.