Main Page
27,667
Total Pages
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.
Connect your AI coding agent. Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:
- SuperML plugin — converts your AI coding agent into an expert ML engineer with agentic memory
- Leeroopedia MCP — search over best-practices and skills of ML/AI
- Kapso — experimentation platform for autonomous AI/ML software building
Browse by Category
| 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:Run llama Llama index RAG Query Pipeline
- Workflow:Apache Paimon Blob Storage With Descriptors
- Workflow:Dagster io Dagster ML Pipeline
- Workflow:Zai org CogVideo SAT Video Generation
- Workflow:DevExpress Testcafe Basic Test Authoring
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Risingwavelabs Risingwave CDC Data Replication
- Workflow:MaterializeInc Materialize Release Process
- Workflow:Dagster io Dagster Dbt Integration
Principles
- Principle:Tencent Ncnn Letterbox Preprocessing
- Principle:Microsoft Playwright Validate API Responses
- Principle:ClickHouse ClickHouse Package Validation
- Principle:Langgenius Dify Access Control
- Principle:Arize ai Phoenix Server Side Span Ingestion
- Principle:Datahub project Datahub Proto2DataHub Configuration
- Principle:NVIDIA NeMo Aligner Checkpoint Management
- Principle:FlowiseAI Flowise Evaluation Version Comparison
- Principle:OpenGVLab InternVL Conversation Template System
- Principle:Explodinggradients Ragas Testset Export
Implementations
- Implementation:Bitsandbytes foundation Bitsandbytes BitsAndBytesConfig 4bit
- Implementation:Bentoml BentoML IO Descriptor JSON
- Implementation:Kserve Kserve LLM Decode Worker DP Config
- Implementation:PeterL1n BackgroundMattingV2 ImagesDataset
- Implementation:Scikit learn Scikit learn QuantileRegressor
- Implementation:Deepspeedai DeepSpeed InferenceEngine Forward
- Implementation:Eventual Inc Daft AI Embed Image
- Implementation:Deepspeedai DeepSpeed Initialize Mesh Device
- Implementation:Mlc ai Web llm Tool Execution Pattern
- Implementation:Eric mitchell Direct preference optimization Preference Loss
Heuristics
- Heuristic:ContextualAI HALOs TF32 Matmul Acceleration
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:ArroyoSystems Arroyo Async UDF Concurrency
- Heuristic:Nightwatchjs Nightwatch Warning Deprecated API Members
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
Environments
- Environment:Langgenius Dify Redis And Celery Environment
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Gretelai Gretel synthetics Python Base Environment
- Environment:Mlflow Mlflow MLflow Server Environment
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:OpenBMB UltraFeedback vLLM Multi GPU Environment
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment