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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:Hpcaitech ColossalAI RAG Application
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Interpretml Interpret Model Explanation And Visualization
- Workflow:Openclaw Openclaw Initial Setup And Onboarding
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Unstructured IO Unstructured Performance Profiling
Principles
- Principle:Ggml org Llama cpp Batch Decoding
- Principle:Guardrails ai Guardrails Validator Streaming Support
- Principle:Microsoft Autogen Graph Execution
- Principle:Kubeflow Pipelines Incremental Model Training
- Principle:Alibaba ROLL RLVR Configuration
- Principle:Openai Evals Result Aggregation
- Principle:Getgauge Taiko Script Execution
- Principle:Openai Openai agents python RunState Serialization
- Principle:Huggingface Open r1 Synthetic Data Generation
- Principle:Tensorflow Serving Kubernetes Resource Deployment
Implementations
- Implementation:TobikoData Sqlmesh Api Instance
- Implementation:Infiniflow Ragflow ParsingStatusCell Component
- Implementation:Scikit learn Scikit learn ArrayAPI
- Implementation:Vllm project Vllm SM100 FMHA MLA Reduction
- Implementation:Deepspeedai DeepSpeed CUDA Accelerator
- Implementation:Openai Evals Eval Base Class
- Implementation:Apache Paimon PredicateBuilder Filtering
- Implementation:Risingwavelabs Risingwave CassandraFactory
- Implementation:PrefectHQ Prefect DataAnalysis Output Model
- Implementation:Ray project Ray Buildkite Aarch64 Pipeline
Heuristics
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:HKUDS AI Trader Position File Locking
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:Microsoft LoRA Scaling Factor Alpha Over R
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Dotnet Machinelearning AutoML SMAC Dimension Limit
Environments
- Environment:Lance format Lance Python Environment
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Ggml org Llama cpp CMake Build Environment
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Alibaba MNN CPU Build Environment
- Environment:AUTOMATIC1111 Stable diffusion webui Python And PyTorch Runtime
- Environment:Diagram of thought Diagram of thought Graphviz
- Environment:Helicone Helicone Docker Compose Infrastructure