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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:TA Lib Ta lib python Abstract API Usage
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:LaurentMazare Tch rs Transfer Learning
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Mistralai Client python Streaming Chat Completion
- Workflow:Arize ai Phoenix Trace Ingestion Pipeline
- Workflow:SeldonIO Seldon core Model Explainability
Principles
- Principle:Infiniflow Ragflow Dataflow Pipeline
- Principle:Microsoft LoRA BPE Text Decoding
- Principle:Snorkel team Snorkel Dict Dataset Preparation
- Principle:Microsoft Semantic kernel Native Plugin Definition
- Principle:Datahub project Datahub V2 Client Setup
- Principle:DataExpert io Data engineer handbook Experiment User Assignment
- Principle:LMCache LMCache P2P Configuration
- Principle:Openclaw Openclaw Extension Type Identification
- Principle:Duckdb Duckdb Extension Build And Metadata
- Principle:Wandb Weave Dataset Preparation
Implementations
- Implementation:FlagOpen FlagEmbedding Reinforced IR Multi GPU
- Implementation:Openai Openai node Videos Resource
- Implementation:Microsoft Semantic kernel JiraPlugin OpenAPI
- Implementation:Farama Foundation Gymnasium HopperEnv V4
- Implementation:Openai Openai agents python LocalShellTool Pattern
- Implementation:Predibase Lorax Strategy Registry
- Implementation:Langchain ai Langchain VectorStoreIntegrationTests
- Implementation:Openai Openai python Upload Model
- Implementation:Alibaba MNN BenchmarkExprModels
- Implementation:BerriAI Litellm Router Budget Limiter
Heuristics
- Heuristic:NVIDIA DALI Thread Affinity Optimization
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:Trailofbits Fickling Force Flag Bypass
Environments
- Environment:Apache Flink Java Build Environment
- Environment:Microsoft BIPIA Python CUDA GPU Environment
- Environment:ArroyoSystems Arroyo Rust Runtime
- Environment:Lm sys FastChat Python Core Dependencies
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Sgl project Sglang Python Dependencies
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Apache Spark JDK Build Environment
- Environment:Recommenders team Recommenders Spark Environment