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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:Heibaiying BigData Notes HBase Java CRUD Operations
- Workflow:Neuml Txtai Model Training
- Workflow:Mlflow Mlflow GenAI Evaluation
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Avhz RustQuant Model Calibration
- Workflow:Run llama Llama index RAG Query Pipeline
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:ARISE Initiative Robomimic Dataset Preparation Pipeline
Principles
- Principle:ARISE Initiative Robomimic Results Collection
- Principle:NVIDIA NeMo Aligner SPIN Self Play Training
- Principle:Langgenius Dify Environment Synchronization
- Principle:Haosulab ManiSkill Sim2Real Bridge
- Principle:VainF Torch Pruning Operation Type Classification
- Principle:Ggml org Llama cpp ResourceManagement
- Principle:Huggingface Open r1 Synthetic Data Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Embedding serialization
- Principle:DistrictDataLabs Yellowbrick Knee Point Detection
- Principle:Onnx Onnx Result Validation
Implementations
- Implementation:AUTOMATIC1111 Stable diffusion webui User Metadata Editor
- Implementation:FMInference FlexLLMGen Prompt Utils
- Implementation:ARISE Initiative Robosuite USDExporter
- Implementation:Apache Flink HybridSourceSplitEnumerator HandleSourceEvent
- Implementation:Openai CLIP CLIP Encode Image
- Implementation:Truera Trulens Record Viewer Utils
- Implementation:DataTalksClub Data engineering zoomcamp Docker Build Run
- Implementation:Alibaba ROLL Trainer Utils
- Implementation:Confident ai Deepeval Docusaurus Config
- Implementation:AUTOMATIC1111 Stable diffusion webui SD3 Conditioning
Heuristics
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Mistralai Client python Retry Backoff Strategy
- Heuristic:Huggingface Peft LoRA Initialization Strategy Selection
- Heuristic:Cypress io Cypress Global Install Warning
- Heuristic:Fastai Fastbook Embedding Size Rule
- Heuristic:Snorkel team Snorkel Minimum Three LFs
- Heuristic:DevExpress Testcafe Concurrency Factor Limit
Environments
- Environment:Openai Evals Optional Provider APIs
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Huggingface Datatrove S3 Storage Environment