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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:Haifengl Smile Data Loading Pipeline
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:OpenBMB UltraFeedback GPT4 Preference Annotation
- Workflow:Alibaba MNN Model Compression
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Scikit learn Scikit learn Ensemble Model Building
- Workflow:Danijar Dreamerv3 Train And Evaluate
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:Infiniflow Ragflow Agent Workflow Building
- Workflow:Spotify Luigi Hadoop MapReduce Pipeline
Principles
- Principle:Openclaw Openclaw Context Assembly
- Principle:Ggml org Llama cpp Logging
- Principle:Spotify Luigi Web Visualiser Monitoring
- Principle:CrewAIInc CrewAI Hierarchical Crew Assembly
- Principle:SeleniumHQ Selenium Browser Options Configuration
- Principle:Explodinggradients Ragas Topic Adherence Evaluation
- Principle:Kornia Kornia Gradient Edge Detection
- Principle:Ollama Ollama Local Manifest Management
- Principle:Apache Flink File Source Object Pooling and Record Wrapping
- Principle:Huggingface Diffusers Model Freezing
Implementations
- Implementation:Open compass VLMEvalKit MVBench Utils
- Implementation:Google deepmind Dm control MJCF Find Modify
- Implementation:Microsoft Playwright Server Page
- Implementation:Promptfoo Promptfoo CLI State
- Implementation:Snorkel team Snorkel Generate Simple Label Matrix
- Implementation:Avhz RustQuant FractionalBrownianMotion
- Implementation:Hpcaitech ColossalAI Critic
- Implementation:Infiniflow Ragflow Admin ImportExcelForm Component
- Implementation:Deepspeedai DeepSpeed Initialize For RM
- Implementation:PacktPublishing LLM Engineers Handbook HuggingFace Load Dataset
Heuristics
- Heuristic:AnswerDotAI RAGatouille In Memory Reranking Limits
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Hpcaitech ColossalAI Warning Deprecated Ray Detached PPO
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
Environments
- Environment:Ucbepic Docetl LLM API Keys
- Environment:TobikoData Sqlmesh Dbt Compatibility
- Environment:Spotify Luigi AWS S3 Storage
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Ucbepic Docetl Python Runtime
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Apache Dolphinscheduler ZooKeeper Registry