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Workflows
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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:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Kubeflow Pipelines Iterative Model Training
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:FMInference FlexLLMGen HELM Benchmark Evaluation
- Workflow:ClickHouse ClickHouse Running Stateless Tests
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Memory Management
- Principle:Webdriverio Webdriverio Session Management
- Principle:Pyro ppl Pyro Mixture Models
- Principle:Helicone Helicone Response Parsing
- Principle:Volcengine Verl Rollout Generation
- Principle:Online ml River Online Model Selection
- Principle:Deepspeedai DeepSpeed Hybrid Engine Init
- Principle:Apache Shardingsphere Data Change Event Emission
- Principle:Sgl project Sglang Generation Function Definition
- Principle:OpenBMB UltraFeedback Inference Execution
Implementations
- Implementation:Facebookresearch Habitat lab Observations to image
- Implementation:Kubeflow Kubeflow WG Tracking Issues
- Implementation:Arize ai Phoenix RanExperiment Analysis
- Implementation:Isaac sim IsaacGymEnvs FactoryBase Init
- Implementation:Apache Airflow BaseSecretsBackend
- Implementation:Heibaiying BigData Notes Hive Load and Insert Data
- Implementation:Online ml River Sketch Counter
- Implementation:Microsoft Playwright BidiConnection
- Implementation:Scikit learn Scikit learn ModelSelectionModule
- Implementation:OpenGVLab InternVL InternLM2Tokenizer
Heuristics
- Heuristic:Zai org CogVideo Decord Import Order Bug
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:ARISE Initiative Robomimic Rollout Horizon Selection
- Heuristic:Intel Ipex llm NF4 Quantization Best Practice
Environments
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Ray project Ray Java Build Environment
- Environment:Alibaba ROLL ROCm GPU Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Unstructured IO Unstructured Profiling Tools
- Environment:Shiyu coder Kronos PyTorch CUDA Environment
- Environment:Huggingface Optimum GPTQ Quantization Environment