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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:Haifengl Smile Matrix Decomposition Pipeline
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:Huggingface Trl GRPO Training
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Mlc ai Web llm Web Worker Deployment
Principles
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:OWASP Www project top 10 for large language model applications Template Based README Generation
- Principle:Langchain ai Langgraph Task Composition
- Principle:DistrictDataLabs Yellowbrick PCA Projection
- Principle:DevExpress Testcafe Fixture Declaration
- Principle:NVIDIA NeMo Curator NSFW Content Filtering
- Principle:LLMBook zh LLMBook zh github io Symmetric Quantization
- Principle:Romsto Speculative Decoding Input Tokenization
- Principle:Confident ai Deepeval Package Constants Management
- Principle:Huggingface Transformers Tokenization
Implementations
- Implementation:Nautechsystems Nautilus trader BacktestEngine Add Data
- Implementation:Facebookresearch Habitat lab AgentAccessMgr
- Implementation:Microsoft Onnxruntime OrtTrainingSession JNI
- Implementation:Ollama Ollama Llama Model GLM4
- Implementation:Apache Dolphinscheduler RpcMethodRetryStrategy Pattern
- Implementation:Teamcapybara Capybara Spec Has Css
- Implementation:Ggml org Ggml Backend impl interface
- Implementation:Apache Hudi HoodieFlinkCompactor Main
- Implementation:LMCache LMCache Base Evictor
- Implementation:Pytorch Serve DCGAN FashionGen Handler
Heuristics
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:Gretelai Gretel synthetics Gumbel Softmax NaN Retry
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Huggingface Datasets Flatten Indices Performance
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Onnx Onnx Big Endian Byte Order Handling
- Heuristic:Helicone Helicone Cost Precision Multiplier
- Heuristic:AnswerDotAI RAGatouille Index Rebuild Vs Update Decision
Environments
- Environment:Neuml Txtai GPU Accelerator Detection
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Vespa engine Vespa CMake Cpp23 Build Environment
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:Alibaba ROLL DeepSpeed Training Environment
- Environment:Heibaiying BigData Notes Java 8 Maven Environment