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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:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Apache Spark Building and Testing
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Lakeraai Pint benchmark Hugging Face Model Evaluation
- Workflow:Apache Kafka PR Merge And Backport
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Protectai Llm guard Scanner Benchmarking
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Togethercomputer Together python Batch Inference
Principles
- Principle:Facebookresearch Habitat lab Hydra Config Wiring
- Principle:Google research Deduplicate text datasets Dataset Serialization TFDS
- Principle:Sdv dev SDV Constraint Integration
- Principle:NVIDIA NeMo Aligner PPO Actor Critic Setup
- Principle:Diagram of thought Diagram of thought Prompt Template Selection
- Principle:Datahub project Datahub Agent Deployment
- Principle:Unslothai Unsloth LoRA Adapter Injection
- Principle:Arize ai Phoenix Prompt Versioning
- Principle:Microsoft LoRA LoRA Training Loop
- Principle:SeleniumHQ Selenium Page Object Annotation
Implementations
- Implementation:FMInference FlexLLMGen CompressionConfig
- Implementation:Google deepmind Mujoco Thread Pool Header
- Implementation:Langchain ai Langgraph Langgraph Dev Command
- Implementation:Helicone Helicone GetMapperType
- Implementation:ARISE Initiative Robosuite WheeledRobot
- Implementation:NVIDIA TransformerEngine Ops L2Normalization
- Implementation:Triton inference server Server DataCompressor
- Implementation:Pola rs Polars GroupBy Agg Expressions
- Implementation:Microsoft Playwright TraceV5
- Implementation:Ucbepic Docetl PromptImprovementDialog
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Rapidsai Cuml CUDA Kernel Caching
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Huggingface Peft LoRA Default Configuration
Environments
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Farama Foundation Gymnasium Video Recording Dependencies
- Environment:Risingwavelabs Risingwave Python Tooling Environment