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Workflows
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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:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Astronomer Astronomer cosmos Dbt docs generation
- Workflow:Google deepmind Dm control Multi Agent Soccer Setup
- Workflow:Treeverse LakeFS S3 Gateway Integration
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Huggingface Trl Direct Preference Optimization
- Workflow:Heibaiying BigData Notes Hadoop MapReduce Word Count
Principles
- Principle:MaterializeInc Materialize Composition Execution
- Principle:Lance format Lance Version Cleanup
- Principle:Promptfoo Promptfoo Vulnerability Grading
- Principle:Apache Shardingsphere Data Source Mapping Resolution
- Principle:Huggingface Open r1 Model Saving and Publishing
- Principle:Elevenlabs Elevenlabs python Batch Speech to Text
- Principle:Online ml River Estimator Base Architecture
- Principle:Pyro ppl Pyro Advanced Optimizers
- Principle:Interpretml Interpret Linear Model Explanation
- Principle:Isaac sim IsaacGymEnvs Checkpoint Export and Logging
Implementations
- Implementation:Microsoft Onnxruntime CPU OpGradients
- Implementation:Online ml River Metrics CrossEntropy
- Implementation:PeterL1n BackgroundMattingV2 DATA PATH config
- Implementation:Duckdb Duckdb Generate Serialization
- Implementation:Ollama Ollama Llama Model Grok
- Implementation:Ollama Ollama Imagegen Runner
- Implementation:Dotnet Machinelearning FastTree SurplusMART Derivatives
- Implementation:TobikoData Sqlmesh Context Plan For Incremental
- Implementation:NVIDIA TransformerEngine Ops Fused Forward Linear Bias Activation
- Implementation:CrewAIInc CrewAI Directory Search Tool
Heuristics
- Heuristic:Kornia Kornia Gradient Detach Stability
- Heuristic:Cleanlab Cleanlab Object Detection Scoring Constants
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Arize ai Phoenix Warning Deprecated HallucinationEvaluator
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Unslothai Unsloth Gradient Accumulation Accuracy
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:Apache Hudi Write Memory Tuning
- Heuristic:Spotify Luigi Parameter Propagation Decorators
Environments
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Huggingface Open r1 CUDA Environment
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Volcengine Verl Python Core Dependencies