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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:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Infiniflow Ragflow Docker Deployment
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Kornia Kornia ONNX Model Pipeline
- Workflow:Datahub project Datahub CLI Metadata Ingestion
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:OpenRLHF OpenRLHF SFT Training
Principles
- Principle:PacktPublishing LLM Engineers Handbook Document Persistence
- Principle:Langchain ai Langgraph Server Authentication
- Principle:Microsoft BIPIA Prompt Construction With Defense
- Principle:Lance format Lance Text Data Preparation
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Optimizer State Quantization
- Principle:Mlflow Mlflow Model Registration
- Principle:Iterative Dvc Dependency Graph Construction
- Principle:ClickHouse ClickHouse Streaming JSON Tokenization
- Principle:Microsoft Semantic kernel Agent Plugin Equipment
- Principle:Apache Druid Query Execution
Implementations
- Implementation:Microsoft Playwright DefaultFontFamilies
- Implementation:TobikoData Sqlmesh Graph Context
- Implementation:CARLA simulator Carla SensorData Base
- Implementation:FlagOpen FlagEmbedding LLM Embedder Llama Patch
- Implementation:Pola rs Polars SQLContext CTE and DDL
- Implementation:Tensorflow Tfjs CPU ResizeNearestNeighborGrad Kernel
- Implementation:Obss Sahi Evaluate
- Implementation:ArroyoSystems Arroyo Checkpoint Trigger
- Implementation:Kubeflow Pipelines Install Config
- Implementation:Risingwavelabs Risingwave Risedev Configuration
Heuristics
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Volcengine Verl Layered Summon Memory Tradeoff
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Apache Dolphinscheduler Epoll Vs NIO Selection
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Deepset ai Haystack Embedding Batch Size And Prefix
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
Environments
- Environment:Heibaiying BigData Notes Java 8 Maven Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:LaurentMazare Tch rs Python Interop Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Arize ai Phoenix LLM Provider SDKs