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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:Mlc ai Mlc llm Model Compilation
- Workflow:Neuml Txtai Semantic Search
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:VainF Torch Pruning LLM Structural Pruning
- Workflow:Pola rs Polars SQL Query Interface
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Onnx Onnx Model Validation
- Workflow:ClickHouse ClickHouse Packaging For Distribution
Principles
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:VainF Torch Pruning Growing Regularization
- Principle:Apache Spark SQL Documentation Generation
- Principle:Openai Openai node Fine Tuning Job Creation
- Principle:Nautechsystems Nautilus trader Cargo Manifest Conventions
- Principle:ClickHouse ClickHouse Fast Integer Formatting
- Principle:Cohere ai Cohere python Client Initialization
- Principle:Scikit learn Scikit learn Parameter Space Definition
- Principle:Haifengl Smile Point Data Preparation
- Principle:AUTOMATIC1111 Stable diffusion webui LDSR Upscaler
Implementations
- Implementation:Openai Openai python Realtime Connect
- Implementation:Ucbepic Docetl Directive MapResolveToMapWithCategories
- Implementation:Vllm project Vllm Vllm Serve CLI
- Implementation:Langchain ai Langchain ExaSearchRetriever
- Implementation:Spotify Luigi RemoteScheduler Worker
- Implementation:Microsoft Autogen Studio MCP Client
- Implementation:OpenGVLab InternVL Classification Config
- Implementation:Princeton nlp Tree of thought llm Naive Solve
- Implementation:Mlc ai Web llm Function Calling Model Ids
- Implementation:Tensorflow Serving Http Rest Api Handler Test
Heuristics
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:NVIDIA TransformerEngine FP8 Checkpoint Compatibility
- Heuristic:Run llama Llama index Finetuning Warmup Steps
Environments
- Environment:Lucidrains X transformers Python Environment
- Environment:Iterative Dvc Python Runtime
- Environment:Unslothai Unsloth Llama Cpp
- Environment:Vllm project Vllm AMD ROCm
- Environment:Langgenius Dify Docker Deployment Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Huggingface Alignment handbook Evaluation Tools