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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:Online ml River Online Clustering
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Langchain ai Langgraph ReAct Agent Creation
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:NVIDIA NeMo Curator Text Curation Pipeline
Principles
- Principle:Apache Flink Compacted Committable Emission
- Principle:TobikoData Sqlmesh Forward Only Change Handling
- Principle:Kserve Kserve Pool Tuning
- Principle:Huggingface Trl PPO Training Loop
- Principle:Microsoft DeepSpeedExamples SuperOffload Environment
- Principle:Diagram of thought Diagram of thought Prompt Validation Testing
- Principle:Microsoft Autogen Message Filtering
- Principle:PacktPublishing LLM Engineers Handbook Chunking And Embedding
- Principle:Ggml org Llama cpp Apple Platform Build
- Principle:AUTOMATIC1111 Stable diffusion webui Postprocessing input selection
Implementations
- Implementation:ArroyoSystems Arroyo Arrow Operators
- Implementation:NVIDIA TransformerEngine JAX Softmax
- Implementation:Treeverse LakeFS UploadObject
- Implementation:Open compass VLMEvalKit SlideVQA
- Implementation:Deepseek ai Janus Apply Sft Template JanusFlow
- Implementation:Confident ai Deepeval FaithfulnessMetric
- Implementation:Apache Flink HybridSourceReader PollNext
- Implementation:Infiniflow Ragflow MetadataManageModal Hooks
- Implementation:Openai Openai agents python ComputerTool Pattern
- Implementation:Mlc ai Mlc llm Encoding Header
Heuristics
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Shiyu coder Kronos Gradient Clipping Strategy
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Protectai Llm guard PyTorch Compile Warmup
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
Environments
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:ArroyoSystems Arroyo Python UDF Runtime
- Environment:Explodinggradients Ragas Google Drive Backend Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Nightwatchjs Nightwatch Selenium WebDriver 4
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Intel Ipex llm NPU Environment
- Environment:Iterative Dvc Remote Storage Backends
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements