Main Page
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Total Pages
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:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
- Workflow:Treeverse LakeFS External Data Import
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
Principles
- Principle:Treeverse LakeFS S3 Data Reading
- Principle:SeleniumHQ Selenium Page Object Test Design
- Principle:AUTOMATIC1111 Stable diffusion webui Merged model saving
- Principle:DataTalksClub Data engineering zoomcamp Dbt Intermediate Layer
- Principle:Marker Inc Korea AutoRAG Legacy QA Dataset Creation
- Principle:Romsto Speculative Decoding Model Loading
- Principle:LaurentMazare Tch rs C FFI Bridge
- Principle:Marker Inc Korea AutoRAG Configuration Loading
- Principle:Online ml River Anomaly Detection Base Interface
- Principle:Google deepmind Mujoco Collision Detection
Implementations
- Implementation:Ucbepic Docetl Directive MapToMapResolveReduce
- Implementation:NVIDIA DALI YOLOv4 COCO
- Implementation:Hpcaitech ColossalAI SFTTrainer
- Implementation:Ggml org Ggml Gguf add tensor
- Implementation:Iamhankai Forest of Thought Mcts Load Data
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel Encode
- Implementation:TobikoData Sqlmesh LineageLayoutBase
- Implementation:Openai Evals MultipleChoice
- Implementation:Pyro ppl Pyro TensorUtils
- Implementation:Langfuse Langfuse BatchExportRouter Create
Heuristics
- Heuristic:Mit han lab Llm awq Skip QK Projection Clipping
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:Run llama Llama index Worker Count Configuration
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:CrewAIInc CrewAI LLM Provider Message Workarounds
- Heuristic:Webdriverio Webdriverio Exponential Backoff Retry
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
Environments
- Environment:Sgl project Sglang Multimodal
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Iterative Dvc Remote Storage Backends
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Kserve Kserve VLLM Runtime
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Vllm project Vllm ROCm
- Environment:Apache Druid Druid Cluster Api
- Environment:Snorkel team Snorkel PySpark