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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:Alibaba MNN Stable Diffusion Deployment
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:BerriAI Litellm Observability Integration
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Explodinggradients Ragas Test Data Generation
Principles
- Principle:Run llama Llama index Finetuned Model Retrieval
- Principle:Iterative Dvc Plot Data Source Resolution
- Principle:NVIDIA NeMo Curator Bucket to Edge Conversion
- Principle:Huggingface Diffusers LoRA Export
- Principle:OpenRLHF OpenRLHF Interactive Model Inference
- Principle:Huggingface Datatrove KenLM Perplexity Scoring
- Principle:OpenBMB UltraFeedback Inference Execution
- Principle:Huggingface Datatrove CSV Data Reading
- Principle:Online ml River Horizon Metric
- Principle:Langgenius Dify OAuthCallbackHandling
Implementations
- Implementation:Vllm project Vllm Dynamic 4bit Int MoE CPU
- Implementation:Datahub project Datahub Pre Commit Config
- Implementation:Eventual Inc Daft DataFrame Sort
- Implementation:Datajuicer Data juicer CalibrateQAMapper Process
- Implementation:Ggml org Llama cpp LoRA Merge Ctx
- Implementation:Huggingface Transformers AutoModelForCausalLM From Pretrained For Training
- Implementation:Alibaba MNN MNNConvert CLI
- Implementation:FlowiseAI Flowise Typography
- Implementation:Google research Deduplicate text datasets Cmd Across Similar
- Implementation:Ucbepic Docetl WebSocket Run Pipeline
Heuristics
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Apache Beam Thread Pool Parallelism Sizing
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Apache Airflow DAG Complexity Reduction
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
Environments
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Deepset ai Haystack GPU Device Environment
- Environment:NVIDIA DALI FFmpeg Environment
- Environment:Eventual Inc Daft Ray Distributed Runner
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:TobikoData Sqlmesh Dbt Compatibility