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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:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:Apache Kafka Topic Management
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Mit han lab Llm awq AWQ Model Evaluation
- Workflow:Sgl project Sglang Frontend Language Multi Turn Chat
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Spotify Luigi Central Scheduler Deployment
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
- Workflow:Predibase Lorax Multi Adapter Merging
Principles
- Principle:TobikoData Sqlmesh Model Definition
- Principle:Truera Trulens Feedback Display Formatting
- Principle:Nightwatchjs Nightwatch Cucumber Test Execution
- Principle:Ollama Ollama Adapter Conversion
- Principle:Nightwatchjs Nightwatch Module Import
- Principle:Vllm project Vllm Vllm Installation
- Principle:Teamcapybara Capybara Selector Definition
- Principle:BerriAI Litellm Response Normalization
- Principle:Run llama Llama index Document Loading
- Principle:Roboflow Rf detr ONNX Export Dependencies
Implementations
- Implementation:TobikoData Sqlmesh TasksOverview
- Implementation:Run llama Llama index Reranker Dataset Gen
- Implementation:TobikoData Sqlmesh API Files
- Implementation:Google deepmind Mujoco USD Mujoco To USD
- Implementation:Huggingface Trl PPO Dataset Tokenization
- Implementation:Langchain ai Langgraph Validate Config File
- Implementation:Turboderp org Exllamav2 Model Init
- Implementation:AUTOMATIC1111 Stable diffusion webui Webui Shared Globals
- Implementation:Langgenius Dify Use Explore
- Implementation:PacktPublishing LLM Engineers Handbook SagemakerHuggingfaceStrategy Deploy
Heuristics
- Heuristic:Marker Inc Korea AutoRAG Empty Result Fallback
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Ollama Ollama Multimodal Parallel Restriction
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Fastai Fastbook Embedding Size Rule
Environments
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Apache Spark JDK Build Environment
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Microsoft Onnxruntime CUDA GPU Environment