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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:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Onnx Onnx Model Creation
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:TobikoData Sqlmesh Github CICD automation
Principles
- Principle:Spotify Luigi Pipeline Execution
- Principle:Apache Dolphinscheduler Plugin Module Structure
- Principle:Ray project Ray Ray Runtime Initialization
- Principle:Shiyu coder Kronos Qlib Training Dataset
- Principle:Apache Shardingsphere Data Change Event Emission
- Principle:Obss Sahi COCO Dataset Export
- Principle:Pyro ppl Pyro Neural Transport
- Principle:Microsoft Playwright Assertion and Verification
- Principle:Pyro ppl Pyro Prior Specification
- Principle:Microsoft Onnxruntime Checkpoint Loading
Implementations
- Implementation:Apache Druid Task Submission Api
- Implementation:Openai Evals Registry Get Eval Set
- Implementation:Microsoft Onnxruntime Torch NN Module Construction
- Implementation:Open compass VLMEvalKit VideoMME
- Implementation:Eventual Inc Daft AI Prompt
- Implementation:Pyro ppl Pyro RSA Schelling
- Implementation:Mlc ai Web llm Completion Request
- Implementation:Trailofbits Fickling Check Safety
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaTwoArmsBase
- Implementation:Openai CLIP Clip Tokenize
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Microsoft Agent framework Typed Agent Options Pattern
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:NVIDIA NeMo Aligner PPO NCCL Algorithm Setting
- Heuristic:Iamhankai Forest of Thought Tree Iteration Scaling
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
Environments
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Mlc ai Mlc llm WebGPU Browser Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Open compass VLMEvalKit GPU CUDA Environment