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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:PrefectHQ Prefect API Sourced ETL
- Workflow:DevExpress Testcafe CI Integration
- Workflow:Onnx Onnx Model Composition
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Pytorch Serve HuggingFace Transformer Serving
- Workflow:Dotnet Machinelearning GenAI Causal LM Inference
- Workflow:NVIDIA NeMo Curator Image Curation Pipeline
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Avdvg InjectGuard Vector Similarity Detection Pipeline
- Workflow:Huggingface Trl Reward Model Training
Principles
- Principle:Eric mitchell Direct preference optimization Preference Data Format
- Principle:Truera Trulens Application Recording
- Principle:Unslothai Unsloth Hub Upload
- Principle:SeleniumHQ Selenium CDP Event Subscription
- Principle:Openclaw Openclaw Tool Policy Configuration
- Principle:SeleniumHQ Selenium Page Object Annotation
- Principle:Ggml org Llama cpp Training
- Principle:Apache Spark K8s Application Submission
- Principle:Ollama Ollama GGUF Model Conversion Llama4
- Principle:Ollama Ollama LlamaCpp CGo Bridge
Implementations
- Implementation:Apache Paimon ConfigOption Python
- Implementation:Helicone Helicone BuildRouter
- Implementation:Arize ai Phoenix Legacy Public API
- Implementation:Online ml River Anomaly SAD
- Implementation:Predibase Lorax MPT Modeling
- Implementation:Openai Evals Get Accuracy
- Implementation:Apache Druid Query Context Completions
- Implementation:Apache Flink DataGeneratorSource
- Implementation:NVIDIA DALI Model Fit TensorFlow
- Implementation:Vibrantlabsai Ragas Annotated Summary Sample
Heuristics
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Mlfoundations Open flamingo Loss Masking Strategy
- Heuristic:Langchain ai Langgraph Deprecation Migration Guide
- Heuristic:NVIDIA DALI NVJPEG Memory Preallocation
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
- Heuristic:Confident ai Deepeval Secret Management Best Practices
Environments
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Deepset ai Haystack HuggingFace Model Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Huggingface Open r1 CUDA Environment
- Environment:LaurentMazare Tch rs Libtorch Build Environment
- Environment:Apache Airflow Development Contributor Environment
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Langgenius Dify Python Backend Environment