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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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Browse by Category
| 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:Huggingface Datasets Hub Publishing
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:Helicone Helicone LLM Response Normalization
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Getgauge Taiko Gauge Integration Testing
- Workflow:Langchain ai Langchain Release Process
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
Principles
- Principle:Langgenius Dify Deployment and API Access
- Principle:Huggingface Datatrove JSONL Data Reading
- Principle:Sgl project Sglang Parallel Branching Logic
- Principle:Tensorflow Serving Server Configuration And Startup
- Principle:Pyro ppl Pyro Deep Kernel Learning
- Principle:Datahub project Datahub V2 Client Setup
- Principle:Mbzuai oryx Awesome LLM Post training Data Export Pipeline
- Principle:TobikoData Sqlmesh Plan Confirmation And Application
- Principle:DevExpress Testcafe Browser Connection Lifecycle
- Principle:Nautechsystems Nautilus trader Code Quality Gating
Implementations
- Implementation:Google deepmind Dm control Make Fruitfly
- Implementation:Ollama Ollama Llama Arch Header
- Implementation:Datajuicer Data juicer VideoObjectSegmentingMapper
- Implementation:Microsoft Playwright CrPage
- Implementation:Huggingface Datasets Get Dataset Config Info
- Implementation:LMCache LMCache Base Transfer Channel
- Implementation:BerriAI Litellm Responses API
- Implementation:Microsoft Autogen Studio Google Search Tool
- Implementation:Scikit learn Scikit learn RandomSampling
- Implementation:NVIDIA NeMo Aligner KTOTrainer Fit
Heuristics
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:OpenHands OpenHands Fail Open Rate Limiting
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
- Heuristic:Risingwavelabs Risingwave LSM Compaction Tuning
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:Trailofbits Fickling Race Condition Prevention
- Heuristic:Openclaw Openclaw Config Cascade Resolution
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
Environments
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:NVIDIA NeMo Curator NVIDIA DALI
- Environment:Astronomer Astronomer cosmos Cloud Provider Dependencies
- Environment:Ggml org Llama cpp Vulkan GPU Environment
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Sgl project Sglang Python Dependencies
- Environment:Obss Sahi Python Detection Frameworks
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Deepspeedai DeepSpeed CPU Environment