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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:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Microsoft Autogen Swarm Agent Handoff
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Nightwatchjs Nightwatch Programmatic API Usage
Principles
- Principle:CARLA simulator Carla Road Network Graph Construction
- Principle:NVIDIA NeMo Curator Motion and Aesthetic Filtering
- Principle:Online ml River Online Preprocessing
- Principle:Volcengine Verl Parallel Actor Critic Update
- Principle:Openai Evals Dataset Preparation
- Principle:Langfuse Langfuse LLM Completion for Evaluation
- Principle:Apache Druid Schema Discovery
- Principle:Kserve Kserve Multi Model Prediction
- Principle:Bitsandbytes foundation Bitsandbytes 4bit Quantization Lookup Tables
- Principle:Huggingface Datasets Dataset Builder Resolution
Implementations
- Implementation:Open compass VLMEvalKit MMHelix Calcudoku Eval
- Implementation:Langchain ai Langgraph Langgraph Up Command
- Implementation:FlowiseAI Flowise ViewHeader
- Implementation:Hpcaitech ColossalAI AccumulativeMeanMeter
- Implementation:CARLA simulator Carla Python LightManager Bindings
- Implementation:Datajuicer Data juicer DocumentSimhashDeduplicator
- Implementation:Ucbepic Docetl PresidentialDebateDemo
- Implementation:Rapidsai Cuml Input To Cuml Array
- Implementation:Infiniflow Ragflow Admin ChangePasswordForm Component
- Implementation:Iterative Dvc Api Experiments
Heuristics
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Volcengine Verl GPU Memory Utilization Tuning
- Heuristic:Farama Foundation Gymnasium Shared Memory Vector Env Optimization
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
Environments
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Sgl project Sglang Multimodal
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:DataTalksClub Data engineering zoomcamp Kestra Orchestration Environment
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment