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1,118
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:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:Open compass VLMEvalKit Adding Custom Benchmark
- Workflow:Apache Spark Standalone Cluster Deployment
Principles
- Principle:VainF Torch Pruning Structural Pruning
- Principle:Microsoft DeepSpeedExamples Large Model Loading
- Principle:Unstructured IO Unstructured File Type Detection
- Principle:Zai org CogVideo Latent Perceptual Loss
- Principle:Zai org CogVideo Video Encoding
- Principle:Marker Inc Korea AutoRAG Query Generation
- Principle:Tencent Ncnn Graph Optimization
- Principle:Huggingface Diffusers Training Validation
- Principle:Allenai Open instruct Sequence Packing
- Principle:Huggingface Diffusers LoRA Export
Implementations
- Implementation:Huggingface Datatrove IpcReader
- Implementation:ARISE Initiative Robosuite GR1Robot
- Implementation:Open compass VLMEvalKit VGRPBench TreesAndTents
- Implementation:CARLA simulator Carla Python AdRss Bindings
- Implementation:CARLA simulator Carla No Rendering Mode Example
- Implementation:LaurentMazare Tch rs Imagenet Load From Dir
- Implementation:NVIDIA TransformerEngine JAX LayerNorm MLP
- Implementation:Lm sys FastChat Make Delta Weights
- Implementation:Avhz RustQuant Bachelier Model
- Implementation:Microsoft DeepSpeedExamples ZenFlow Finetune Llama
Heuristics
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Facebookresearch Audiocraft Chroma Conditioning Cache Requirement
- Heuristic:Helicone Helicone ClickHouse ReplacingMergeTree FINAL
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Openai Openai python Structured Output Strict Schema
Environments
- Environment:Apache Flink Python PyFlink Environment
- Environment:SeldonIO Seldon core Go Build Toolchain Environment
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Apache Airflow Development Contributor Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Unslothai Unsloth Python Transformers
- Environment:Pyro ppl Pyro Funsor Backend