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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.
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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:Neuml Txtai Semantic Search Pipeline
- Workflow:Vllm project Vllm Structured Output Generation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Ray project Ray Remote Task Execution
- Workflow:Pyro ppl Pyro MCMC Inference
- Workflow:Explodinggradients Ragas RAG Evaluation
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Onnx Onnx Model Validation
- Workflow:DataExpert io Data engineer handbook Dimensional Data Modeling Environment Setup
Principles
- Principle:Huggingface Datasets Streaming Map Transform
- Principle:Online ml River Tree Node Architecture
- Principle:Triton inference server Server Sequence Batching Testing
- Principle:Run llama Llama index Job Status Monitoring
- Principle:Bentoml BentoML Model Versioning
- Principle:Openai Openai agents python Tool Execution Loop
- Principle:Apache Beam Artifact Staging
- Principle:Dotnet Machinelearning Matrix Factorization
- Principle:FlowiseAI Flowise Organization Management
- Principle:Apache Hudi Split Enumeration And Assignment
Implementations
- Implementation:Rapidsai Cuml DecisionTree Params
- Implementation:Ucbepic Docetl MarkdownCell
- Implementation:Run llama Llama index BaseNodePostprocessor
- Implementation:Avhz RustQuant OptionContract
- Implementation:Datajuicer Data juicer TextTaggingByPromptMapper
- Implementation:Rapidsai Cuml Genetic Common
- Implementation:Tencent Ncnn Benchmark Timer
- Implementation:Facebookresearch Audiocraft SISNR Loss
- Implementation:OpenHands OpenHands CommonRoomSync
- Implementation:ArroyoSystems Arroyo Pipeline Editor Tabs
Heuristics
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Deepseek ai Janus Bfloat16 Dtype Selection
- Heuristic:Apache Spark Partition Sizing Tips
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:MarketSquare Robotframework browser Docker Chrome Security
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Langfuse Langfuse Eval Loop Prevention
Environments
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:NVIDIA DALI CUDA GPU Environment
- Environment:HKUDS AI Trader MCP Services
- Environment:Ray project Ray Docker GPU Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Google deepmind Dm control EGL Headless Rendering
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:OpenRLHF OpenRLHF vLLM Environment