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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:MarketSquare Robotframework browser Library Development and Release
- Workflow:Treeverse LakeFS External Data Import
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:AUTOMATIC1111 Stable diffusion webui Checkpoint merging
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Volcengine Verl Vision Language Model RL Training
Principles
- Principle:Anthropics Anthropic sdk python Automated Tool Loop
- Principle:Heibaiying BigData Notes MapReduce Job Assembly
- Principle:OpenRLHF OpenRLHF Direct Preference Optimization
- Principle:Apache Shardingsphere Hint Based Routing
- Principle:Online ml River Online One Class SVM
- Principle:Mit han lab Llm awq LLaVA Multimodal Architecture
- Principle:OpenHands OpenHands Auth Setup
- Principle:Princeton nlp SimPO Chat Template Application
- Principle:Dotnet Machinelearning SSA Forecasting Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Diagnostics
Implementations
- Implementation:Open compass VLMEvalKit CGBench MCQ Grounding Mini
- Implementation:Deepseek ai Janus LlamaForCausalLM Generate
- Implementation:Datajuicer Data juicer VideoResolutionFilter
- Implementation:NVIDIA DALI DALIDataset
- Implementation:OpenHands OpenHands SaaS Server ASGI App
- Implementation:InternLM Lmdeploy Impl M16n8
- Implementation:Intel Ipex llm Lightweight Serving
- Implementation:MarketSquare Robotframework browser Thread Safe Logger
- Implementation:Kornia Kornia Stable Diffusion Dissolving
- Implementation:Alibaba MNN Protobuf Arena CC
Heuristics
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Apache Druid Auto Granularity Selection
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:CrewAIInc CrewAI Rate Limiting Strategy
Environments
- Environment:Huggingface Datasets Image Dependencies
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Mlfoundations Open flamingo HuggingFace Open CLIP Dependencies
- Environment:Sgl project Sglang Multimodal
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Protectai Modelscan H5py Optional
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Ggml org Ggml Vulkan GPU Environment