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1,118
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:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Huggingface Diffusers ControlNet Guided Generation
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Mlc ai Web llm Web Worker Deployment
- Workflow:Datahub project Datahub Metadata Ingestion Pipeline
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Apache Paimon Distributed Processing With Ray
Principles
- Principle:ArroyoSystems Arroyo SQL Compilation
- Principle:Arize ai Phoenix Batch Span Annotation
- Principle:Fede1024 Rust rdkafka Transactional Producer Setup
- Principle:Ggml org Llama cpp Sampling
- Principle:CARLA simulator Carla Autopilot Mode
- Principle:Fede1024 Rust rdkafka Transactional Offset Commit
- Principle:Microsoft Semantic kernel RAG Chat Augmentation
- Principle:Pytorch Serve Distributed Configuration
- Principle:MaterializeInc Materialize Source and Model Definition
- Principle:NVIDIA DALI Custom Operator Build System
Implementations
- Implementation:Openai Openai node FineTuning Resource
- Implementation:Alibaba MNN FlatBuffers Flatc
- Implementation:DevExpress Testcafe Package Lock
- Implementation:Mbzuai oryx Awesome LLM Post training Pd ExcelWriter Export
- Implementation:CARLA simulator Carla SensorData API Spec
- Implementation:Ray project Ray PlacementGroup Interface
- Implementation:Sgl project Sglang Spatial Partitioning
- Implementation:Lm sys FastChat Rating Systems
- Implementation:LMCache LMCache LRU Cache Policy
- Implementation:Haosulab ManiSkill Camera Pose Randomization
Heuristics
- Heuristic:Ggml org Ggml Memory Allocation Strategy
- Heuristic:Datahub project Datahub Git Worktree Gradle Fix
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Pyro ppl Pyro Enumeration Plate Nesting
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:OpenRLHF OpenRLHF Adam Offload Memory Tip
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:Deepspeedai DeepSpeed Vocabulary Tensor Core Alignment
Environments
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Alibaba MNN Python Export Environment
- Environment:Mage ai Mage ai Python 3 9 Runtime
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Huggingface Datasets JAX Integration
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry