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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:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:Allenai Open instruct Reward Model Training
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:FMInference FlexLLMGen Single GPU Offloaded Inference
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
Principles
- Principle:Huggingface Datatrove Inference Progress Monitoring
- Principle:Zai org CogVideo Caption Model Loading
- Principle:Nightwatchjs Nightwatch Component Test Authoring
- Principle:Haosulab ManiSkill Imitation Policy Training
- Principle:Cypress io Cypress CI Environment Configuration
- Principle:Haotian liu LLaVA Cloud Hosted Inference
- Principle:SeleniumHQ Selenium Browser Interaction
- Principle:Confident ai Deepeval Component Instrumentation
- Principle:ContextualAI HALOs Online Feedback Training
- Principle:Microsoft Onnxruntime Checkpoint Saving
Implementations
- Implementation:Google deepmind Dm control Suite Reacher
- Implementation:Bentoml BentoML Models Export Import
- Implementation:Microsoft LoRA LoRA Layers
- Implementation:Mlc ai Mlc llm CLIP Vision
- Implementation:Langgenius Dify UseKnowledge
- Implementation:Tensorflow Serving static manager h
- Implementation:Openai Openai node AssistantStream
- Implementation:Avhz RustQuant Sequences
- Implementation:Openclaw Openclaw ApplyAgentBindings
- Implementation:Sgl project Sglang Marlin GEMM Template
Heuristics
- Heuristic:Sgl project Sglang Chunked Prefill OOM Prevention
- Heuristic:Duckdb Duckdb Version Sync Across Files
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Arize ai Phoenix Adaptive Rate Limiting
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Princeton nlp Tree of thought llm Functools Partial Model Binding
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
- Heuristic:Iterative Dvc Path Performance Optimization
Environments
- Environment:Cypress io Cypress Browser Requirements
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Huggingface Transformers BitsAndBytes Quantization Env
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:VainF Torch Pruning CUDA GPU Benchmarking