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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:Mit han lab Llm awq HuggingFace Model Export
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
- Workflow:ArroyoSystems Arroyo SQL Pipeline Lifecycle
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Openai Openai agents python Basic Agent Execution
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Online ml River Online Clustering
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
Principles
- Principle:FlagOpen FlagEmbedding RetroMAE Pretraining
- Principle:Norrrrrrr lyn WAInjectBench Text Feature Extraction
- Principle:FlagOpen FlagEmbedding Reinforced Domain Adaptation
- Principle:Truera Trulens Feedback Provider Configuration
- Principle:Mlfoundations Open flamingo Classification Evaluation
- Principle:Protectai Llm guard REST API Scanning Endpoints
- Principle:Apache Dolphinscheduler Workflow DAG Definition
- Principle:Ggml org Llama cpp User Input Handling
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Cleanup
- Principle:Huggingface Datasets Feature Type Definition
Implementations
- Implementation:Risingwavelabs Risingwave Docker Compose Deployment
- Implementation:Astronomer Astronomer cosmos DbtRunner Wrapper
- Implementation:Kserve Kserve AnchorTabular Explainer
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Backward Step
- Implementation:Recommenders team Recommenders Amazon Reviews
- Implementation:Langchain ai Langchain SandboxTests
- Implementation:NVIDIA DALI EfficientNet Model
- Implementation:Apache Druid Sampler Streaming Schema
- Implementation:Mlc ai Mlc llm Qwen3 Model
- Implementation:Astronomer Astronomer cosmos TrinoCertificateProfileMapping
Heuristics
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:ARISE Initiative Robosuite Hard Reset Vs Soft Reset
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:Astronomer Astronomer cosmos Dbt Invocation Mode Selection
- Heuristic:Gretelai Gretel synthetics Binary Encoder Cutoff
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:Apache Spark Serialization Optimization
Environments
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Infiniflow Ragflow Python Runtime
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Marker Inc Korea AutoRAG API Keys Configuration
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Haifengl Smile Java 25 Runtime
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:Huggingface Peft Optional Quantization Backends