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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:Alibaba MNN LLM Deployment Pipeline
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:Pola rs Polars Streaming Large Dataset Processing
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:NVIDIA NeMo Aligner Reward Model Training
Principles
- Principle:Rapidsai Cuml Spectral Methods
- Principle:Openai Openai agents python Approval Processing
- Principle:Langchain ai Langgraph Graph Configuration Management
- Principle:Apache Airflow Executor Dispatch
- Principle:CrewAIInc CrewAI Embedding Configuration
- Principle:Apache Flink Rolling Policy
- Principle:Microsoft Playwright Execute Automation Command
- Principle:Togethercomputer Together python Dataset Validation
- Principle:ArroyoSystems Arroyo Two Phase Commit
- Principle:Kserve Kserve CRD Schema Validation
Implementations
- Implementation:Tencent Ncnn ModelWriter
- Implementation:Ollama Ollama Imagegen Flux2 VAE
- Implementation:Apache Druid Timezone Aware Tick Generation
- Implementation:Datajuicer Data juicer VideoAestheticsFilter
- Implementation:Pyro ppl Pyro Autoname TreeData
- Implementation:NVIDIA TransformerEngine JAX Cpp Softmax
- Implementation:Apache Druid Compaction Dynamic Config Completions
- Implementation:Sdv dev SDV CSVFormatter Get SDV Logger
- Implementation:CrewAIInc CrewAI Firecrawl Search Tool
- Implementation:OpenBMB UltraFeedback GPT4 Preference Annotator
Heuristics
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:PeterL1n BackgroundMattingV2 ONNX Patch Method Compatibility
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:SqueezeAILab ETS Thread Parallelism Suppression
- Heuristic:ClickHouse ClickHouse Jemalloc Production Requirement
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Openai CLIP Template Ensemble For Zero Shot
Environments
- Environment:Lm sys FastChat SFT Training Environment
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Vllm project Vllm Distributed
- Environment:Ollama Ollama Go Runtime
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Apache Spark Release Build Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:HKUDS AI Trader API Credentials