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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:Lance format Lance Full Text Search
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
- Workflow:Microsoft Playwright Codegen test recording
Principles
- Principle:Scikit learn Scikit learn Cross Validated Predictions
- Principle:Norrrrrrr lyn WAInjectBench Model Serialization
- Principle:Trailofbits Fickling Benchmark Payload Injection
- Principle:Huggingface Datatrove Repetition Filtering
- Principle:OpenHands OpenHands Base App Initialization
- Principle:Microsoft Playwright Save and Load Authentication State
- Principle:Cohere ai Cohere python Tool Schema Definition
- Principle:Triton inference server Server Copyright Management
- Principle:Mlfoundations Open flamingo Evaluation Model Abstraction
- Principle:Hpcaitech ColossalAI GRPO Reward Configuration
Implementations
- Implementation:Ggml org Ggml Opencl backend api
- Implementation:Infiniflow Ragflow EmbedAppModal Component
- Implementation:Datahub project Datahub SaveIntoDataSourceCommandVisitor
- Implementation:Deepspeedai DeepSpeed IO Handle
- Implementation:LMCache LMCache GPU Connectors
- Implementation:Scikit learn Scikit learn KBinsDiscretizer
- Implementation:Scikit learn Scikit learn LabelPropagation
- Implementation:Mit han lab Llm awq Build vision projector
- Implementation:Hiyouga LLaMA Factory Alpaca Zh Demo Data
- Implementation:Datahub project Datahub Actions PipelineConfig
Heuristics
- Heuristic:Online ml River SNARIMAX Default Regressor Pipeline
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
Environments
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Apache Kafka Docker Build Environment
- Environment:Kserve Kserve VLLM Runtime
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Dagster io Dagster Python 3 10 Runtime
- Environment:Risingwavelabs Risingwave Dashboard Node Environment