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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:Kubeflow Pipelines Standalone Deployment
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Huggingface Trl Reward Model Training
- Workflow:Ray project Ray Actor Lifecycle Management
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Openai Openai node Streaming To Client
- Workflow:Apache Dolphinscheduler RPC Service Communication
- Workflow:Openclaw Openclaw Plugin And Skill Extension
Principles
- Principle:LaurentMazare Tch rs Top K Prediction
- Principle:FMInference FlexLLMGen Baseline Benchmark Orchestration
- Principle:EvolvingLMMs Lab Lmms eval Result Gathering
- Principle:OpenGVLab InternVL Vision Encoder LoRA
- Principle:Ollama Ollama OpenAI Response Translation
- Principle:SeldonIO Seldon core Experiment Traffic Analysis
- Principle:Tensorflow Serving Servable Access Pattern
- Principle:Bigscience workshop Petals Tokenization
- Principle:DataTalksClub Data engineering zoomcamp Dynamic URL Generation
- Principle:Online ml River Adaptive Hoeffding Tree
Implementations
- Implementation:Open compass VLMEvalKit Mantis
- Implementation:Datajuicer Data juicer Compress Utils
- Implementation:Astronomer Astronomer cosmos VerticaUserPasswordProfileMapping
- Implementation:Datajuicer Data juicer Filter Compute Stats
- Implementation:TobikoData Sqlmesh Layout Worker Help
- Implementation:Lm sys FastChat ModelWorker Load And Generate
- Implementation:MarketSquare Robotframework browser Crawling Keywords
- Implementation:Langfuse Langfuse TraceUpsertQueue
- Implementation:Haosulab ManiSkill XArm6Robotiq
- Implementation:Microsoft Onnxruntime TrainingUtil Declarations
Heuristics
- Heuristic:Elevenlabs Elevenlabs python TTS Model Selection
- Heuristic:Openai Openai agents python Default Max Turns Safety Limit
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
- Heuristic:Interpretml Interpret Categorical Float Conversion Gotcha
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
Environments
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime