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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:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Microsoft LoRA GPT2 NLG Finetuning
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Intel Ipex llm vLLM Serving
Principles
- Principle:Langgenius Dify Input Variable Definition
- Principle:Cohere ai Cohere python Finetuning Configuration
- Principle:Avhz RustQuant Analytic Option Pricing Engine
- Principle:Sail sg LongSpec Multi Stage Training
- Principle:Google deepmind Dm control Arena Definition
- Principle:Huggingface Optimum Parallel Axis Solving
- Principle:Unstructured IO Unstructured Chunk Size Configuration
- Principle:Kserve Kserve Data Transformation
- Principle:Ggml org Llama cpp RPC Distributed Inference
- Principle:Apache Spark Standalone Job Submission
Implementations
- Implementation:CrewAIInc CrewAI Crew Constructor
- Implementation:Ollama Ollama Imagegen LLM
- Implementation:ARISE Initiative Robosuite TransportGroup
- Implementation:Haifengl Smile SQL Metadata API
- Implementation:Microsoft Playwright TraceV8
- Implementation:FlowiseAI Flowise AgentReasoningCard
- Implementation:Huggingface Peft HRAModel
- Implementation:FlowiseAI Flowise CanvasRoutes
- Implementation:Alibaba MNN OpenCL CL Header
- Implementation:Speechbrain Speechbrain Train AISHELL1 Transformer Wav2Vec
Heuristics
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Deepseek ai Janus Bfloat16 Operation Workarounds
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Zai org CogVideo Frame Count and Resolution Constraints
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
Environments
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Trailofbits Fickling PyTorch
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Apache Paimon Optional Extensions
- Environment:Microsoft Semantic kernel DotNet SDK Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Kserve Kserve Gateway API
- Environment:Unstructured IO Unstructured All Docs