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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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|---|---|---|
| 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:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Huggingface Diffusers Model Quantization
- Workflow:Guardrails ai Guardrails Server Deployment
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:MarketSquare Robotframework browser Plugin Development
- Workflow:Haotian liu LLaVA Web Demo Deployment
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Microsoft Onnxruntime Nodejs Inference
Principles
- Principle:Ggml org Ggml Vectorized Math Operations
- Principle:Onnx Onnx Opset Version Conversion
- Principle:Microsoft Onnxruntime ONNX Input Schema Definition
- Principle:Astronomer Astronomer cosmos Dbt Invocation
- Principle:Datahub project Datahub Recipe Configuration
- Principle:Sail sg LongSpec Token Acceptance
- Principle:ClickHouse ClickHouse Hex Binary Encoding
- Principle:Apache Dolphinscheduler Client Connection Pattern
- Principle:Treeverse LakeFS S3 Data Writing
- Principle:Fede1024 Rust rdkafka Transactional Offset Commit
Implementations
- Implementation:Online ml River Datasets Music
- Implementation:Run llama Llama index IngestionPipeline Init
- Implementation:Microsoft DeepSpeedExamples Get DS Model
- Implementation:Interpretml Interpret Transpose
- Implementation:Pyro ppl Pyro DCTAdam
- Implementation:Truera Trulens RecordInfo Component
- Implementation:FlagOpen FlagEmbedding MLVU PlotQA Data
- Implementation:Datahub project Datahub ProtobufDataset
- Implementation:CarperAI Trlx Reference Benchmark
- Implementation:Treeverse LakeFS Commit Via S3 Workflow
Heuristics
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Kornia Kornia Numerical Stability Patterns
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
Environments
- Environment:Apache Flink Node Build Environment
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Sgl project Sglang ROCm
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:Openai Whisper PyTorch CUDA
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Spcl Graph of thoughts Python 3 8 Runtime
- Environment:Helicone Helicone Wrangler CLI
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Tensorflow Serving Docker Runtime Environment