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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:Infiniflow Ragflow Document Processing Pipeline
- Workflow:Datahub project Datahub Protobuf Schema Ingestion
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Huggingface Open r1 SFT Distillation
- Workflow:Ray project Ray Serve Deployment
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
Principles
- Principle:Googleapis Python genai Pagination
- Principle:DataExpert io Data engineer handbook DataFrame Write To Table
- Principle:Apache Beam Heartbeat and Refresh
- Principle:Sdv dev SDV Gaussian Copula Synthesis
- Principle:Scikit learn contrib Imbalanced learn One Sided Selection
- Principle:Facebookresearch Audiocraft Training Checkpoint Resolution
- Principle:Langchain ai Langgraph Interrupt Stream Execution
- Principle:Online ml River Estimator Base Architecture
- Principle:ARISE Initiative Robosuite Simulation Loop
- Principle:Microsoft Onnxruntime Distributed Checkpoint Management
Implementations
- Implementation:Mlc ai Mlc llm Top P Pivot
- Implementation:LMCache LMCache Connector V1
- Implementation:Microsoft LoRA Download GLUE Data
- Implementation:Datajuicer Data juicer Visualize App
- Implementation:Sgl project Sglang CUTLASS Epilogue Scale
- Implementation:Tensorflow Tfjs RandomHeight Layer
- Implementation:Microsoft Playwright WebKit Protocol Types
- Implementation:NVIDIA NeMo Aligner Train SteerLM2
- Implementation:Truera Trulens TruApp Wrapper
- Implementation:Googleapis Python genai Sphinx EnglishStemmer
Heuristics
- Heuristic:Sdv dev SDV CTGAN Column Performance
- Heuristic:Mlc ai Web llm Service Worker Keep Alive
- Heuristic:Vibrantlabsai Ragas Warning Deprecated V1 Metrics
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Nightwatchjs Nightwatch Node 17 DNS IPv4 Workaround
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:CARLA simulator Carla Traffic Manager Sync Mode
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Groq Groq python Retry Backoff Strategy
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
Environments
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Huggingface Open r1 vLLM Server
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Helicone Helicone Wrangler CLI