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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:Intel Ipex llm DPO Finetuning
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Langgenius Dify Application Creation
- Workflow:Huggingface Optimum Model Export
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Vllm project Vllm Vision Language Inference
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:Microsoft Autogen Multi Agent Conversation
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Responsive Layout
- Principle:Vllm project Vllm Vllm Installation
- Principle:Vespa engine Vespa Subscription Registration
- Principle:FMInference FlexLLMGen Compression Aware Training Layers
- Principle:Openai Openai agents python RunState Serialization
- Principle:Apache Airflow Trigger Handling
- Principle:Hiyouga LLaMA Factory Gradient Checkpointing Theory
- Principle:Huggingface Datasets Deprecation Management
- Principle:Protectai Modelscan Model Security Scanning
- Principle:Apache Paimon Ray Data Source Reading
Implementations
- Implementation:Helicone Helicone MCP Package
- Implementation:Langfuse Langfuse API Dataset Run Items Schema
- Implementation:TobikoData Sqlmesh Tbk Components
- Implementation:Pyro ppl Pyro AutoNormal Guide
- Implementation:Apache Druid Licenses Registry
- Implementation:NVIDIA NeMo Curator RayDataExecutor
- Implementation:Iterative Dvc Pyproject Config
- Implementation:LMCache LMCache Messaging Future
- Implementation:Huggingface Datatrove LanguageFilter
- Implementation:Teamcapybara Capybara Selector Label
Heuristics
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:ChenghaoMou Text dedup False Positive Verification Tradeoff
- Heuristic:Tensorflow Serving Resource Estimation Rules
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:Eventual Inc Daft Execution Config Tuning
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Teamcapybara Capybara Frozen Time Detection
Environments
- Environment:Lance format Lance Python Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Puppeteer Puppeteer Node 18 Runtime
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Spotify Luigi Python Runtime