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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:Lakeraai Pint benchmark Custom System Evaluation
- Workflow:ClickHouse ClickHouse Contributing Pull Request
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Triton inference server Server LLM Deployment With TRT LLM
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:BerriAI Litellm Observability Integration
- Workflow:CarperAI Trlx PPO Sentiment Training
- Workflow:OpenBMB UltraFeedback Dataset Construction
Principles
- Principle:Haosulab ManiSkill Imitation Policy Training
- Principle:Nautechsystems Nautilus trader Catalog Data Writing
- Principle:Neuml Txtai Sparse Retrieval
- Principle:Iterative Dvc Experiment Result Capture
- Principle:Apache Hudi End To End Schema Validation
- Principle:Ggml org Llama cpp Input Text Preparation
- Principle:HKUDS AI Trader Portfolio Metrics Calculation
- Principle:Online ml River Progressive Validation
- Principle:Tencent Ncnn Vulkan GPU Detection
- Principle:Run llama Llama index Evaluation Dataset Generation
Implementations
- Implementation:InternLM Lmdeploy OutputProcessor
- Implementation:Pyro ppl Pyro Rings
- Implementation:Huggingface Trl GRPO Reward Functions
- Implementation:Onnx Onnx Numpy Assert Allclose
- Implementation:Huggingface Datasets JaxFormatter
- Implementation:Datajuicer Data juicer SpecialCharactersFilter
- Implementation:NVIDIA TransformerEngine CUDA Graph
- Implementation:Apache Kafka Docker Buildx Remove
- Implementation:BerriAI Litellm Lowest TPM RPM V2 Strategy
- Implementation:Mlc ai Mlc llm JSONFFIEngine Java
Heuristics
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Apache Druid Sampler Limitations And Workarounds
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
Environments
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Marker Inc Korea AutoRAG Korean NLP Dependencies
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Vllm project Vllm Distributed
- Environment:Sktime Pytorch forecasting Cpflows MQF2 Dependencies
- Environment:Alibaba MNN CPU Build Environment
- Environment:Duckdb Duckdb Release Publishing Env
- Environment:Pyro ppl Pyro Distributed Training
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Intel Ipex llm Build Environment