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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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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:Lance format Lance Full Text Search
- Workflow:NVIDIA NeMo Curator Fuzzy Deduplication
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:Wandb Weave Tracing Setup
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Langgenius Dify Application Creation
Principles
- Principle:Zai org CogVideo Laplacian Pyramid Loss
- Principle:Sktime Pytorch forecasting Learning Rate Finding
- Principle:Tencent Ncnn Inference Benchmarking
- Principle:Apache Flink Compaction Request Triggering
- Principle:Mbzuai oryx Awesome LLM Post training Progressive Data Checkpointing
- Principle:Shiyu coder Kronos CSV Dataset Handling
- Principle:ClickHouse ClickHouse CI Pipeline Execution
- Principle:DataTalksClub Data engineering zoomcamp Schema Normalization
- Principle:Sgl project Sglang Schema Constrained Decoding
- Principle:CrewAIInc CrewAI Direct Knowledge Querying
Implementations
- Implementation:DistrictDataLabs Yellowbrick DroppingCurve Visualizer
- Implementation:AUTOMATIC1111 Stable diffusion webui LearnRateScheduler
- Implementation:Isaac sim IsaacGymEnvs Rl Games Runner Integration
- Implementation:Lance format Lance Dataset Restore
- Implementation:Datajuicer Data juicer TextEmbdSimilarityFilter
- Implementation:Infiniflow Ragflow ChunkMethodForm Component
- Implementation:Datahub project Datahub HasTags Mixin
- Implementation:Apache Airflow DAG Constructor
- Implementation:Online ml River Sketch Histogram
- Implementation:Datajuicer Data juicer ReplaceContentMapper
Heuristics
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:FlowiseAI Flowise Tool Ordering Convention
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Fede1024 Rust rdkafka Transaction Error Recovery
- Heuristic:SeldonIO Seldon core Model Load Timeout Tip
- Heuristic:Apache Beam GC Thrashing Detection
Environments
- Environment:Allenai Open instruct vLLM Inference
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Openclaw Openclaw Docker Deployment Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Princeton nlp Tree of thought llm Python OpenAI
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Kserve Kserve Python Runtime