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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:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Teamcapybara Capybara Selenium Driver Configuration
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
- Workflow:Langgenius Dify Visual Workflow Builder
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:LMCache LMCache P2P KV Cache Sharing
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Mage ai Mage ai SQL Database Source Extraction
- Workflow:Vllm project Vllm OpenAI Compatible Serving
Principles
- Principle:Facebookresearch Audiocraft Environment Setup
- Principle:PacktPublishing LLM Engineers Handbook Application Configuration Management
- Principle:Heibaiying BigData Notes Spark DataFrame Transformations
- Principle:ChenghaoMou Text dedup Suffix Array Construction
- Principle:Lance format Lance Approximate Nearest Neighbor Search
- Principle:CrewAIInc CrewAI Agent Configuration
- Principle:Online ml River Streaming ROCAUC
- Principle:Nautechsystems Nautilus trader Cargo Manifest Conventions
- Principle:Cohere ai Cohere python AWS SigV4 Authentication
- Principle:Haosulab ManiSkill Multi Agent Pattern
Implementations
- Implementation:Apache Paimon GlobalIndexEvaluator Evaluate
- Implementation:Mlflow Mlflow Evaluation Result
- Implementation:Speechbrain Speechbrain G2P Tool
- Implementation:NVIDIA TransformerEngine PyTorch Csrc Common Header
- Implementation:Evidentlyai Evidently Report Run
- Implementation:ArroyoSystems Arroyo Pnpm Lockfile
- Implementation:Predibase Lorax Response Format Type
- Implementation:Eventual Inc Daft DataFrame Collect
- Implementation:InternLM Lmdeploy GuidedDecoding
- Implementation:Hiyouga LLaMA Factory V1 Kernel Registry
Heuristics
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Openai Openai node Browser Safety Guard
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Mlc ai Web llm KV Cache Window Configuration
- Heuristic:Openai Evals Model Graded Eval Design
Environments
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Sgl project Sglang ROCm
- Environment:Huggingface Diffusers Attention Backends
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Tensorflow Tfjs Python Converter