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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:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Openai Openai node Realtime Conversation
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:LaurentMazare Tch rs Transfer Learning
Principles
- Principle:Nautechsystems Nautilus trader Importable Strategy Configuration
- Principle:Sgl project Sglang Vision Language Inference
- Principle:Dagster io Dagster Documentation Site Navigation
- Principle:Apache Kafka PR Metadata Retrieval
- Principle:Mit han lab Llm awq Vision Language Projection
- Principle:Togethercomputer Together python Video Generation
- Principle:Eventual Inc Daft Data Preprocessing Image Decoding
- Principle:MaterializeInc Materialize Source and Model Definition
- Principle:BerriAI Litellm Message Redaction
- Principle:Confident ai Deepeval Package Constants Management
Implementations
- Implementation:FlowiseAI Flowise CreateEditRoleDialog
- Implementation:Eric mitchell Direct preference optimization Hydra Main Config
- Implementation:Evidentlyai Evidently SDK Artifacts
- Implementation:Huggingface Datatrove FastTextClassifierFilter
- Implementation:Microsoft Playwright FfNetworkManager
- Implementation:Unslothai Unsloth RawTextDataLoader
- Implementation:Microsoft Playwright BackendAdb
- Implementation:Nightwatchjs Nightwatch Package Lock Manifest
- Implementation:CarperAI Trlx Create Reward Fn
- Implementation:ArroyoSystems Arroyo Async Udf Runtime
Heuristics
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Unslothai Unsloth VLLM Memory Utilization
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Cypress io Cypress V8 Snapshot Memory
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Trailofbits Fickling Race Condition Prevention
Environments
- Environment:Sgl project Sglang Kubernetes
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Treeverse LakeFS S3 Gateway Test Environment
- Environment:Kserve Kserve Istio Service Mesh