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1,118
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:Intel Ipex llm RAG With LangChain
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Zai org CogVideo Diffusers LoRA Finetuning
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Fastai Fastbook NLP Text Classification
- Workflow:SeldonIO Seldon core Production Monitoring Pipeline
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Openai Openai node Function Calling
- Workflow:Microsoft Onnxruntime Nodejs Inference
Principles
- Principle:Apache Paimon Lance Column Projection
- Principle:CARLA simulator Carla A Star Route Planning
- Principle:Nightwatchjs Nightwatch Dependency Management
- Principle:Microsoft Playwright Select Browser and Configure Context
- Principle:Neuml Txtai Workflow Execution
- Principle:Webdriverio Webdriverio Configuration Design
- Principle:Haosulab ManiSkill PPO Agent Architecture
- Principle:Ollama Ollama Llama Cpp Common Library
- Principle:Mlfoundations Open flamingo Retrieval In Context Example Selection
- Principle:MaterializeInc Materialize Blue Green Deployment
Implementations
- Implementation:Run llama Llama index SimpleGraphStore
- Implementation:Microsoft Autogen Studio Datamodel Pydantic Types
- Implementation:Scikit learn Scikit learn EnableHalvingSearchCV
- Implementation:Sktime Pytorch forecasting TimeXer
- Implementation:Apache Paimon AuthProviderFactory
- Implementation:Openai Openai python Upload Model
- Implementation:DataTalksClub Data engineering zoomcamp Docker Build Run
- Implementation:Treeverse LakeFS Java SDK Model LoginInformation
- Implementation:VainF Torch Pruning C2f V2 Replacement
- Implementation:Tensorflow Tfjs Pooling Test
Heuristics
- Heuristic:Kubeflow Pipelines Cache Staleness In Recursive Pipelines
- Heuristic:Ucbepic Docetl Reduce Parallel Fold Tuning
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Axolotl ai cloud Axolotl Attention Mechanism Selection
- Heuristic:Avhz RustQuant Learning Rate Tuning
- Heuristic:Truera Trulens Feedback Score Thresholds
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:PeterL1n BackgroundMattingV2 Data Augmentation Strategy
- Heuristic:Arize ai Phoenix Queue Clear Race Condition
Environments
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Evidentlyai Evidently LLM Evaluation Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Confident ai Deepeval LLM Provider Credentials
- Environment:Kserve Kserve Knative Serving
- Environment:CARLA simulator Carla Simulation Runtime
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI