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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 Langgraph Human in the Loop Agent
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:CARLA simulator Carla Autonomous Navigation
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Nautechsystems Nautilus trader Strategy development
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:Intel Ipex llm RAG With LangChain
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Internationalization
- Principle:AnswerDotAI RAGatouille Index Update
- Principle:DistrictDataLabs Yellowbrick Silhouette Analysis
- Principle:Kubeflow Kubeflow Documentation Update
- Principle:Sktime Pytorch forecasting Tensor Utilities
- Principle:Facebookresearch Audiocraft Masked Parallel Token Generation
- Principle:Sdv dev SDV DayZ Single Table Parameter Detection
- Principle:Helicone Helicone Result Type Pattern
- Principle:Open compass VLMEvalKit Judge LLM Construction
- Principle:CrewAIInc CrewAI Hierarchical Crew Assembly
Implementations
- Implementation:Guardrails ai Guardrails Start Server
- Implementation:Openai Openai python Completions Resource
- Implementation:Ggml org Llama cpp Arg Parser
- Implementation:Openai Openai agents python Tool Output Guardrail Decorator
- Implementation:Facebookresearch Habitat lab VER PreemptionDecider
- Implementation:Open compass VLMEvalKit MMHelix Skyscrapers Eval
- Implementation:Pytorch Serve Send Intermediate Response
- Implementation:Evidentlyai Evidently Project Add And Configure
- Implementation:InternLM Lmdeploy Serdes
- Implementation:Explodinggradients Ragas Text2SQL Data Utils
Heuristics
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Roboflow Rf detr EMA Best Checkpoint Strategy
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Avdvg InjectGuard Module Level Initialization
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Speechbrain Speechbrain Dynamic Mixing Parameters
Environments
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:Langgenius Dify Node Frontend Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Intel Ipex llm XPU Inference Environment
- Environment:Confident ai Deepeval LLM Provider Credentials