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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 Functional API Workflow
- Workflow:Volcengine Verl Supervised Fine Tuning
- Workflow:Triton inference server Server Custom Container Build
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Huggingface Datasets Dataset Preprocessing
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Apache Spark Release Process
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
Principles
- Principle:ARISE Initiative Robosuite Gripper Model Design
- Principle:Huggingface Datasets Streaming Take
- Principle:Teamcapybara Capybara Server Boot
- Principle:LaurentMazare Tch rs Feature Extraction
- Principle:Huggingface Transformers Commit Bisection Debugging
- Principle:ARISE Initiative Robomimic Dataset Loading
- Principle:Apache Dolphinscheduler Client Connection Pattern
- Principle:LLMBook zh LLMBook zh github io BPE Tokenization
- Principle:FMInference FlexLLMGen Inference Checkpoint Loading
- Principle:Vespa engine Vespa Cloud Deployment Context
Implementations
- Implementation:MaterializeInc Materialize CLI Workload Anonymize
- Implementation:OpenGVLab InternVL LazySupervisedDataset
- Implementation:NVIDIA NeMo Curator PairwiseStage
- Implementation:Spotify Luigi ExternalTask LocalTarget
- Implementation:FlowiseAI Flowise ExecutionsListTable
- Implementation:Apache Druid HelperTable
- Implementation:EvolvingLMMs Lab Lmms eval Padding Requests
- Implementation:Huggingface Diffusers Setup Package Configuration
- Implementation:Ray project Ray Compile Pip Dependencies
- Implementation:Langgenius Dify Debug Models
Heuristics
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Norrrrrrr lyn WAInjectBench Union Ensemble Maximize Recall
- Heuristic:LLMBook zh LLMBook zh github io BF16 Mixed Precision Default
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Ggml org Llama cpp Warning Deprecated Legacy Converters
- Heuristic:Lucidrains X transformers MaskGIT Generation Tuning
- Heuristic:Triton inference server Server Server Default Configuration
Environments
- Environment:Kserve Kserve VLLM Runtime
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Vllm project Vllm CUDA
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Vllm project Vllm Distributed
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Ggml org Ggml Metal GPU Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:AnswerDotAI RAGatouille GPU CUDA Runtime