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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Mage ai Mage ai Destination Data Loading
- Workflow:Microsoft BIPIA Attack Success Rate Evaluation
- Workflow:Open compass VLMEvalKit API Model Evaluation
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Bentoml BentoML Model Store Management
- Workflow:HKUDS AI Trader End to End US Stock Trading
- Workflow:Ggml org Ggml MNIST Training And Evaluation
Principles
- Principle:SeleniumHQ Selenium Grid Server Building
- Principle:Huggingface Trl GRPO Trainer Initialization
- Principle:Pola rs Polars Query Plan Inspection
- Principle:Turboderp org Exllamav2 Streaming Generation
- Principle:Langgenius Dify Code Quality
- Principle:Alibaba ROLL Diffusion Model Preparation
- Principle:Apache Kafka PR Metadata Retrieval
- Principle:Webdriverio Webdriverio ESLint Plugin Architecture
- Principle:Guardrails ai Guardrails Validator Logic Implementation
- Principle:Promptfoo Promptfoo Interactive Project Setup
Implementations
- Implementation:EvolvingLMMs Lab Lmms eval TUI Discovery
- Implementation:Vespa engine Vespa VespaLogHandler Publish
- Implementation:Marker Inc Korea AutoRAG Parser Start Parsing
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaUtils
- Implementation:Ollama Ollama XCreate Client
- Implementation:Apache Druid Lookup Completions
- Implementation:Mlflow Mlflow Version Module
- Implementation:FlowiseAI Flowise VariablesView
- Implementation:Farama Foundation Gymnasium HopperEnv V4
- Implementation:Dagster io Dagster Vercel Redirect Configuration
Heuristics
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Gretelai Gretel synthetics Batch Size Divisibility Constraints
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
Environments
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Ggml org Ggml Vulkan GPU Environment
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Openai Openai agents python Python 3 9 Runtime