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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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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:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Sgl project Sglang Structured Output Generation
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:Kornia Kornia Edge Detection Pipeline
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
Principles
- Principle:SeldonIO Seldon core HuggingFace Model Resource Definition
- Principle:OpenHands OpenHands Nested Conversation Creation
- Principle:Ggml org Llama cpp Tensor Debugging
- Principle:CrewAIInc CrewAI Training Execution
- Principle:MaterializeInc Materialize Version Resolution
- Principle:Openclaw Openclaw Persona Customization
- Principle:Webdriverio Webdriverio Page Object Model
- Principle:Pyro ppl Pyro Stein Variational Inference
- Principle:Neuml Txtai Workflow Execution
- Principle:OpenRLHF OpenRLHF Rejection Sampling
Implementations
- Implementation:Huggingface Datatrove InferenceDatasetCardGenerator
- Implementation:FlagOpen FlagEmbedding LLM Embedder SRLM
- Implementation:Google deepmind Mujoco MJX Support
- Implementation:Langchain ai Langchain BaseChatOpenAI Create Chat Result
- Implementation:Alibaba MNN Protobuf Repeated Ptr Field H
- Implementation:Speechbrain Speechbrain Prepare Voicebank Revb
- Implementation:Vllm project Vllm Speculative Config Dict
- Implementation:ThreeSR Awesome Inference Time Scaling Get Paper Info Function
- Implementation:Lm sys FastChat Split Long Conversation
- Implementation:Apache Airflow ProvidersManager Validation
Heuristics
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Avhz RustQuant Interpolation Method Selection
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
Environments
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:Openai Evals Python Runtime
- Environment:Cypress io Cypress Linux Display Server
- Environment:Allenai Open instruct vLLM Inference
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Intel Ipex llm vLLM XPU Serving Environment