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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:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:CarperAI Trlx SFT Instruction Tuning
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Open compass VLMEvalKit Adding Custom VLM
Principles
- Principle:Cypress io Cypress Framework Detection
- Principle:Openai Evals YAML Registry Configuration
- Principle:Ggml org Ggml Backend Interface
- Principle:Deepspeedai DeepSpeed Environment Setup
- Principle:Huggingface Diffusers Single File Loading
- Principle:Confident ai Deepeval Synthetic Data Synthesis
- Principle:TobikoData Sqlmesh Data Exploration And Validation
- Principle:Apache Shardingsphere Persistence Facade Construction
- Principle:Dagster io Dagster Project Scaffolding
- Principle:Iamhankai Forest of Thought BFS Forest Solving
Implementations
- Implementation:NVIDIA NeMo Curator MarkdownRemover
- Implementation:Vibrantlabsai Ragas SimpleCriteriaScore
- Implementation:NVIDIA TransformerEngine JAX Cpp Activation
- Implementation:TobikoData Sqlmesh EditorTabs
- Implementation:Rapidsai Cuml Include Checker
- Implementation:Google deepmind Mujoco MJX Scan
- Implementation:Cohere ai Cohere python GetModelResponse Model
- Implementation:Evidentlyai Evidently Legacy Words Feature
- Implementation:Haifengl Smile SQL Query API
- Implementation:Huggingface Peft PromptTuningConfig
Heuristics
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Langgenius Dify Workflow Draft Hash Sync
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Openai Evals Eval Resumption Strategy
- Heuristic:Obss Sahi Confidence Threshold Setting
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
Environments
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Alibaba MNN GPU Metal Environment
- Environment:Ggml org Ggml C Cpp Build Environment
- Environment:Langgenius Dify Python Backend Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Togethercomputer Together python Python SDK Runtime