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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:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:ARISE Initiative Robosuite Environment Setup And Simulation
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Bentoml BentoML Multi Model Composition
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:InternLM Lmdeploy LLM API Server Deployment
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
Principles
- Principle:PrefectHQ Prefect Markdown Artifact Creation
- Principle:EvolvingLMMs Lab Lmms eval Request Construction
- Principle:OpenGVLab InternVL Query Based Vision Language Bridge
- Principle:Apache Spark Release Documentation Generation
- Principle:Apache Dolphinscheduler Physical Task Execution
- Principle:BerriAI Litellm Cache Backend Selection
- Principle:Microsoft BIPIA Results Analysis
- Principle:Apache Kafka Topic Listing
- Principle:MaterializeInc Materialize Image Dependency Resolution
- Principle:Wandb Weave Call Retrieval
Implementations
- Implementation:Astronomer Astronomer cosmos Gcp Cloud Run Job Operators
- Implementation:TobikoData Sqlmesh API Environments
- Implementation:Rapidsai Cuml Seasonality Test
- Implementation:NVIDIA TransformerEngine Gemma Load TE Model
- Implementation:Openai Openai agents python RunContextWrapper
- Implementation:Evidentlyai Evidently Workspace Add Run
- Implementation:MaterializeInc Materialize ResolvedImage Build Push
- Implementation:Sdv dev SDV PARSynthesizer Sample
- Implementation:Ggml org Ggml Cpu arm quants
- Implementation:Apache Spark Start Master
Heuristics
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Apache Paimon Compression Tuning
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Datahub project Datahub Validation Across All APIs
Environments
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Tensorflow Serving GPU CUDA Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:PrefectHQ Prefect AI Integration Credentials
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:AUTOMATIC1111 Stable diffusion webui GPU Compute Backend
- Environment:Obss Sahi Python Pycocotools