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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:Openai Evals Running a single eval
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:ARISE Initiative Robomimic Training Policy From Demonstrations
- Workflow:Spcl Graph of thoughts GoT Keyword Counting Pipeline
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Treeverse LakeFS Data Version Control With Branches
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Apache Beam Local Pipeline Execution
Principles
- Principle:Apache Flink Format Factory SPI
- Principle:Google deepmind Mujoco Constraint Solving
- Principle:OpenHands OpenHands Nested Conversation Creation
- Principle:Tensorflow Tfjs Fine Tuning
- Principle:Anthropics Anthropic sdk python Client Initialization
- Principle:Huggingface Diffusers Denoising Loop
- Principle:Junyanz Pytorch CycleGAN and pix2pix Dataset Factory Loading
- Principle:Anthropics Anthropic sdk python Content Block Separation
- Principle:Duckdb Duckdb JSON Processing
- Principle:Cohere ai Cohere python Training Monitoring
Implementations
- Implementation:CARLA simulator Carla VehicleControl
- Implementation:DistrictDataLabs Yellowbrick KneeLocator
- Implementation:Openai Openai agents python Execute Tools And Side Effects
- Implementation:Ucbepic Docetl Register Eval
- Implementation:Microsoft DeepSpeedExamples GAN Generator Discriminator
- Implementation:Confident ai Deepeval ConfidentInstrumentationSettings
- Implementation:Farama Foundation Gymnasium Env Step Reset
- Implementation:EvolvingLMMs Lab Lmms eval Capability Prompt Templates
- Implementation:Mage ai Mage ai GitHub Streams
- Implementation:Triton inference server Server SphinxDocConf
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Mlflow Mlflow Batch Logging Size Limits
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
Environments
- Environment:Sgl project Sglang Triton
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Apache Kafka Docker Build Environment
- Environment:Microsoft Agent framework API Credentials
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:Vllm project Vllm GitHub
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Mistralai Client python Agents Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment