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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:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:MaterializeInc Materialize Release Process
- Workflow:ClickHouse ClickHouse Server Deployment
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Openai Openai python Realtime Conversation
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Marker Inc Korea AutoRAG Pipeline Deployment
- Workflow:Sgl project Sglang Online Serving With OpenAI API
Principles
- Principle:Mlc ai Mlc llm Model Library Compilation
- Principle:Openai CLIP Image Preprocessing
- Principle:Wandb Weave Release Push
- Principle:Microsoft DeepSpeedExamples DeepSpeed MoE Training
- Principle:Scikit learn contrib Imbalanced learn Combined Over Under Sampling Tomek
- Principle:Apache Druid Schema Definition
- Principle:NVIDIA TransformerEngine Rotary Position Embedding
- Principle:LLMBook zh LLMBook zh github io ALiBi Position Encoding
- Principle:Ggml org Ggml Architecture Specific SIMD Quantization
- Principle:Marker Inc Korea AutoRAG Pipeline Runner Init
Implementations
- Implementation:FlowiseAI Flowise PreviewChunks
- Implementation:Langgenius Dify Model Config Utils
- Implementation:Microsoft Playwright Expect API
- Implementation:Fastai Fastbook Numericalize
- Implementation:NVIDIA TransformerEngine Transpose C API
- Implementation:Openai Evals Postprocessors
- Implementation:Diagram of thought Diagram of thought Adjacency List Builder
- Implementation:Duckdb Duckdb Snappy Compression
- Implementation:NVIDIA NeMo Aligner Preprocess AnthropicHH Data
- Implementation:Lance format Lance PackedEncoding
Heuristics
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Alibaba ROLL Reward Clipping Normalization
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Langfuse Langfuse Fail Open Resilience Pattern
Environments
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:Togethercomputer Together python API Credentials
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Lance format Lance Cloud Storage Credentials
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Sgl project Sglang Multimodal