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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:Volcengine Verl Data Preprocessing For RL
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Ollama Ollama OpenAI API Compatibility
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
Principles
- Principle:Tensorflow Serving Remote Predict Op
- Principle:Microsoft Semantic kernel Prompt With Function Calling
- Principle:Ucbepic Docetl Document Splitting
- Principle:Helicone Helicone Registry Snapshot Testing
- Principle:Openclaw Openclaw Global CLI State Management
- Principle:Huggingface Diffusers Package Distribution
- Principle:Langchain ai Langgraph Channel Types
- Principle:AUTOMATIC1111 Stable diffusion webui Image output saving
- Principle:Google deepmind Mujoco Ray Casting
- Principle:Huggingface Datatrove Dataset Integrity Validation
Implementations
- Implementation:Promptfoo Promptfoo resolveConfigs
- Implementation:Run llama Llama index QueryFusionRetriever
- Implementation:Spotify Luigi Task Dependencies
- Implementation:Open compass VLMEvalKit WorldSense Utils
- Implementation:NVIDIA TransformerEngine Ops Fused Forward Linear Scale Add
- Implementation:Scikit learn Scikit learn Load Iris
- Implementation:Ggml org Llama cpp Json Schema To Grammar Header
- Implementation:DistrictDataLabs Yellowbrick ValidationCurve Visualizer
- Implementation:TobikoData Sqlmesh ColumnLevel Help
- Implementation:NVIDIA TransformerEngine PyTorch Pybind
Heuristics
- Heuristic:Kubeflow Kubeflow Stale Issue Lifecycle Management
- Heuristic:Kserve Kserve Multinode Replica Calculation
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:DataTalksClub Data engineering zoomcamp Dbt Materialization Strategy
- Heuristic:Bigscience workshop Petals Prompt Embeddings Float32 Precision
- Heuristic:Neuml Txtai Model Quantization Defaults
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:Princeton nlp SimPO Hyperparameter Tuning
- Heuristic:Google deepmind Dm control Warning Deprecated Legacy Base Walker
Environments
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Apache Flink Python PyFlink Environment
- Environment:Vllm project Vllm ROCm
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:Langgenius Dify Vector Database Environment
- Environment:Fastai Fastbook Sklearn Environment
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Helicone Helicone Node 20 TypeScript Runtime