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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:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Infiniflow Ragflow Document Processing Pipeline
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Apache Spark Release Process
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:TA Lib Ta lib python Installation And Setup
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
Principles
- Principle:NVIDIA NeMo Aligner Supervised Training Loop
- Principle:CARLA simulator Carla Walker AI Control
- Principle:Microsoft Playwright Analyze Test Execution
- Principle:Online ml River Online Naive Bayes
- Principle:Langgenius Dify Backend CLI
- Principle:NVIDIA TransformerEngine Layer Monkey Patching
- Principle:Google deepmind Dm control Walker Selection
- Principle:Nautechsystems Nautilus trader Nautilus Code Conventions
- Principle:Huggingface Diffusers Selective Test Execution
- Principle:Openclaw Openclaw LLM Inference
Implementations
- Implementation:Microsoft Autogen Studio Eval Runners
- Implementation:Explodinggradients Ragas ContextPrecision Metric
- Implementation:Elevenlabs Elevenlabs python ChapterSnapshotResponse
- Implementation:Ggml org Llama cpp KV Cache ISWA Header
- Implementation:SeleniumHQ Selenium Closure Asserts
- Implementation:Helicone Helicone VersionedRequestStore InsertRequestResponseVersioned
- Implementation:Openai Openai node ResponseStream
- Implementation:LMCache LMCache Valkey Connector
- Implementation:SeleniumHQ Selenium Closure BrowserEvent
- Implementation:FlowiseAI Flowise UpsertHistorySideDrawer
Heuristics
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Instance Norm for Multi GPU
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Openclaw Openclaw Config Cascade Resolution
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Microsoft Playwright Browser Binaries Environment
- Environment:Ggml org Ggml CUDA GPU Environment
- Environment:Mlc ai Mlc llm Python Serving Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Apache Paimon Python Core Runtime