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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:Openai Openai agents python Guardrails Secured Agent
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Lance format Lance Full Text Search
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Ollama Ollama Model Registry Operations
- Workflow:Snorkel team Snorkel Data Augmentation
Principles
- Principle:Kserve Kserve Multi Model Prediction
- Principle:FMInference FlexLLMGen Inference Module Replacement
- Principle:Microsoft Semantic kernel Process Builder Creation
- Principle:HKUDS AI Trader Frontend Configuration Loading
- Principle:Pytorch Serve LLM Text Generation
- Principle:LaurentMazare Tch rs Vocabulary Management
- Principle:Mlfoundations Open flamingo Evaluation Model Abstraction
- Principle:Apache Spark Source Compilation
- Principle:Truera Trulens Server Side Evaluation
- Principle:DataTalksClub Data engineering zoomcamp Dbt Staging Layer
Implementations
- Implementation:CARLA simulator Carla MeshReconstruction
- Implementation:BerriAI Litellm Check Batch Cost
- Implementation:Elevenlabs Elevenlabs python HistoryClient
- Implementation:Sktime Pytorch forecasting NBeats From Dataset
- Implementation:Puppeteer Puppeteer Injected PQuerySelector
- Implementation:Testtimescaling Testtimescaling github io Welcome Branch Setup
- Implementation:Astronomer Astronomer cosmos ClickhouseUserPasswordProfileMapping
- Implementation:NVIDIA NeMo Curator TransNetV2ClipExtractionStage
- Implementation:Datajuicer Data juicer PythonLambdaMapper
- Implementation:AUTOMATIC1111 Stable diffusion webui Extra Options Section
Heuristics
- Heuristic:Diagram of thought Diagram of thought Acyclicity Constraint Enforcement
- Heuristic:ARISE Initiative Robosuite Numba BSOD Workaround
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Guardrails ai Guardrails RAIL Argument Parsing Security
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
Environments
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:Risingwavelabs Risingwave Dashboard Node Environment
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Openai Openai node Node 20 Runtime
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment