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:Dagster io Dagster RAG Pipeline
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Eventual Inc Daft Data Lakehouse ETL
- Workflow:CrewAIInc CrewAI Flow Based Orchestration
- Workflow:Neuml Txtai Agent Orchestration
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Mage ai Mage ai SQL Database Source Extraction
Principles
- Principle:Isaac sim IsaacGymEnvs ADR State Checkpointing
- Principle:Scikit learn contrib Imbalanced learn Sphinx Documentation Configuration
- Principle:FMInference FlexLLMGen Runtime Utility Functions
- Principle:Getgauge Taiko Script Execution
- Principle:Mistralai Client python OCR Result Processing
- Principle:Shiyu coder Kronos Single Series Forecasting
- Principle:Apache Flink Source Checkpoint Recovery
- Principle:Vespa engine Vespa Log Rotation and Special Handling
- Principle:Farama Foundation Gymnasium Environment Instantiation
- Principle:Princeton nlp SimPO Configuration Parsing
Implementations
- Implementation:Sgl project Sglang Engine Shutdown
- Implementation:Scikit learn Scikit learn FetchCovtype
- Implementation:Mlc ai Mlc llm Batch Spec Verify
- Implementation:Romsto Speculative Decoding AutoModelForCausalLM From Pretrained
- Implementation:Tensorflow Serving Resnet Client GRPC Inference
- Implementation:NVIDIA TransformerEngine Common Init
- Implementation:ARISE Initiative Robomimic Split train val from hdf5
- Implementation:Ucbepic Docetl MOAR CliHelpers
- Implementation:NVIDIA NeMo Curator Wikipedia Extractor
- Implementation:Hiyouga LLaMA Factory WebUI Data Component
Heuristics
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Microsoft BIPIA Torch Compile Platform Guard
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Fastai Fastbook Progressive Resizing
- Heuristic:Mlflow Mlflow Prompt Cache Tuning
Environments
- Environment:Vllm project Vllm Benchmarks
- Environment:Tencent Ncnn PyTorch Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Sgl project Sglang Prometheus
- Environment:CrewAIInc CrewAI Python Runtime Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Marker Inc Korea AutoRAG Japanese NLP Dependencies