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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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|---|---|---|
| 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:Huggingface Optimum GPTQ Quantization
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:Datahub project Datahub Java SDK Metadata Emission
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
Principles
- Principle:Mage ai Mage ai JSON Schema Loading
- Principle:Duckdb Duckdb Lock Free Concurrency
- Principle:Tensorflow Serving JSON Request Formatting
- Principle:Ucbepic Docetl Deterministic Code Operations
- Principle:Pyro ppl Pyro Prior Specification
- Principle:Apache Kafka Topic Listing
- Principle:ARISE Initiative Robosuite Spatial Transforms
- Principle:Google deepmind Dm control Locomotion Visualization
- Principle:Kornia Kornia Descriptor Matching
- Principle:Allenai Open instruct Streaming Generation Configuration
Implementations
- Implementation:Obss Sahi Create Coco Dict
- Implementation:Online ml River Datasets Elec2
- Implementation:Treeverse LakeFS Java SDK Model CommitList
- Implementation:Facebookresearch Habitat lab RLTaskEnv
- Implementation:Iterative Dvc Utils Table
- Implementation:Kornia Kornia In Range
- Implementation:Ggml org Llama cpp Jinja Runtime Header
- Implementation:Langgenius Dify UseDatasource
- Implementation:Apache Dolphinscheduler WorkerGroupDispatcherCoordinator Dispatch
- Implementation:Deepspeedai DeepSpeed SDAA Accelerator
Heuristics
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Bentoml BentoML Platform Serving Caveats
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Duckdb Duckdb Memory Management Rules
- Heuristic:Allenai Open instruct Polyak Reference Update
Environments
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:InternLM Lmdeploy CUDA GPU Runtime
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:DevExpress Testcafe Docker Xvfb Container
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Mlc ai Mlc llm OpenCL Android Environment