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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:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Princeton nlp SimPO On Policy Data Generation
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Ray project Ray Cross Language Invocation
Principles
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:Lucidrains X transformers DPO Wrapper Setup
- Principle:Neuml Txtai Document Indexing
- Principle:Duckdb Duckdb Build Verification
- Principle:Ggml org Ggml Prompt Guided Mask Decoding
- Principle:OpenRLHF OpenRLHF DeepSpeed Distributed Setup
- Principle:MaterializeInc Materialize Docker Image Building
- Principle:Open compass VLMEvalKit Dataset Registration
- Principle:Cypress io Cypress Framework Detection
- Principle:Tensorflow Serving Batch Scheduling Configuration
Implementations
- Implementation:Speechbrain Speechbrain Brain Init
- Implementation:CARLA simulator Carla TM Parameters
- Implementation:Apache Druid FancyNumericInput
- Implementation:CrewAIInc CrewAI Knowledge Source Classes
- Implementation:Turboderp org Exllamav2 Util
- Implementation:Mlc ai Mlc llm Attach Logit Processor Pass
- Implementation:Datajuicer Data juicer VideoCaptioningFromVLMMapper
- Implementation:Kornia Kornia ONNXLoader Load Model
- Implementation:Tensorflow Tfjs GPT2Preprocessor Constructor
- Implementation:Hiyouga LLaMA Factory WebUI Chatter
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Speechbrain Speechbrain Separation Loss Filtering
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Huggingface Peft DoRA Inference Caching
- Heuristic:Danijar Dreamerv3 Symlog TwoHot Prediction
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:NVIDIA DALI Batch Size Tuning
Environments
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:Openai Openai node Node 20 Runtime
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Langgenius Dify Python Backend Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Arize ai Phoenix Phoenix Server Runtime