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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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|---|---|---|
| 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:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Apache Paimon Data Ingestion With Ray Sink
- Workflow:Cleanlab Cleanlab Classification Label Issue Detection
- Workflow:Webdriverio Webdriverio Page Object Pattern
- Workflow:Langchain ai Langchain Release Process
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Huggingface Peft LoRA Embedding Semantic Search
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
Principles
- Principle:Duckdb Duckdb Test Framework
- Principle:AUTOMATIC1111 Stable diffusion webui Weight interpolation methods
- Principle:Fede1024 Rust rdkafka Consumer Creation With Context
- Principle:Lucidrains X transformers Universal Pretraining
- Principle:Iterative Dvc Artifact Resolution
- Principle:Langchain ai Langgraph Graph Persistence Compilation
- Principle:Apache Hudi Docker Image Building
- Principle:Huggingface Transformers Input Preprocessing
- Principle:Zai org CogVideo Vector Quantization
- Principle:Online ml River Online Recommendation
Implementations
- Implementation:Langfuse Langfuse API Client Score Schema
- Implementation:Infiniflow Ragflow NextSearchesHooks
- Implementation:Openai Openai python Transcriptions Create
- Implementation:Microsoft Onnxruntime CPU TrainingConcat
- Implementation:Evidentlyai Evidently Legacy Data Quality Calculations
- Implementation:AUTOMATIC1111 Stable diffusion webui Create embedding
- Implementation:Astronomer Astronomer cosmos Provider Info
- Implementation:Run llama Llama index Core Types
- Implementation:CARLA simulator Carla Change Map Layer Tool
- Implementation:Huggingface Trl GRPOTrainer Save Model
Heuristics
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Datajuicer Data juicer Checkpoint Resumption Strategy
- Heuristic:Princeton nlp Tree of thought llm Duplicate Candidate Zeroing
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:AnswerDotAI RAGatouille Auto Batch Size For Long Documents
- Heuristic:Getgauge Taiko Browser Launch Flags
Environments
- Environment:Run llama Llama index OpenAI API Configuration
- Environment:Elevenlabs Elevenlabs python Python Websockets
- Environment:Ucbepic Docetl Frontend Node Environment
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Obss Sahi Python Image Processing
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:Alibaba ROLL Python Runtime Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Huggingface Datasets Search Dependencies
- Environment:Kserve Kserve Python Runtime