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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:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestEngine
- Workflow:Danijar Dreamerv3 Single Process Training
- Workflow:SeleniumHQ Selenium Page Object Pattern Testing
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Bigscience workshop Petals Prompt Tuning Classification
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:Duckdb Duckdb Benchmark Execution
- Workflow:SqueezeAILab ETS ETS Experiment Pipeline
- Workflow:Langfuse Langfuse Prompt management lifecycle
Principles
- Principle:CARLA simulator Carla Recording Event Querying
- Principle:Apache Beam Result Collection
- Principle:Huggingface Datasets In Place Format Setting
- Principle:Mlc ai Web llm Embedding Input Formatting
- Principle:Helicone Helicone Database Migrations
- Principle:NVIDIA NeMo Curator Semantic Duplicate Identification
- Principle:Apache Spark SQL Documentation Generation
- Principle:Apache Shardingsphere Change Handler Dispatch
- Principle:Evidentlyai Evidently ML Task Configuration
- Principle:Nightwatchjs Nightwatch Component Test Execution
Implementations
- Implementation:Ray project Ray Actor Class Pattern
- Implementation:Avhz RustQuant Merton73 Model
- Implementation:AUTOMATIC1111 Stable diffusion webui Img2img init
- Implementation:Google deepmind Mujoco MJWarp Support
- Implementation:Apache Paimon AuthFactory
- Implementation:Interpretml Interpret RegressionPerf
- Implementation:Online ml River Metrics SampleAverage
- Implementation:Hpcaitech ColossalAI Trainer Base
- Implementation:Open compass VLMEvalKit MMLongBench
- Implementation:Microsoft Semantic kernel Plugins AddFromType
Heuristics
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Haifengl Smile Platform Native Library Selection
- Heuristic:SeldonIO Seldon core Tracing Latency Tip
- Heuristic:Treeverse LakeFS Action Cache Wait Tip
- Heuristic:Marker Inc Korea AutoRAG OpenAI Rate Limit Mitigation
- Heuristic:Lance format Lance Vector Index Tuning
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Axolotl ai cloud Axolotl FSDP Configuration Guide
Environments
- Environment:Nautechsystems Nautilus trader Arrow Parquet Serialization
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Online ml River Build Toolchain
- Environment:Cypress io Cypress Node Runtime Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime