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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:ClickHouse ClickHouse Server Deployment
- Workflow:TobikoData Sqlmesh Environment management
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Apache Paimon Distributed Processing With Ray
- Workflow:Interpretml Interpret Blackbox Model Explanation
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Ucbepic Docetl Pipeline Optimization
Principles
- Principle:Huggingface Datasets In Place Format Setting
- Principle:HKUDS AI Trader Trading Outcome Recording
- Principle:SeldonIO Seldon core Monitoring Pipeline Validation
- Principle:Run llama Llama index Ingestion Pipeline Construction
- Principle:Lucidrains X transformers Encoder Decoder Configuration
- Principle:Promptfoo Promptfoo CI Pipeline Configuration
- Principle:Ggml org Llama cpp Debugging
- Principle:Apache Airflow Testing Quality Assurance
- Principle:DistrictDataLabs Yellowbrick Color Palette Management
- Principle:Alibaba ROLL MCoreAdapter Training Entry Point
Implementations
- Implementation:Ucbepic Docetl UseRestorePipeline
- Implementation:Zai org CogVideo Trainer Train
- Implementation:TobikoData Sqlmesh ModelLineageDetails
- Implementation:Allenai Open instruct Benchmark Generators
- Implementation:MaterializeInc Materialize Check Support Classes
- Implementation:FlowiseAI Flowise AddCustomAssistantDialog
- Implementation:SeleniumHQ Selenium Closure Debug
- Implementation:Lance format Lance JNI Optimize
- Implementation:Open compass VLMEvalKit Spotting Metric
- Implementation:Vibrantlabsai Ragas CacheFramework
Heuristics
- Heuristic:ContextualAI HALOs Batch Size Divisibility
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:ContextualAI HALOs LoRA Merge At Save
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:NVIDIA DALI Memory Pool Tuning
- Heuristic:DataExpert io Data engineer handbook Watermark Late Arrival Tolerance
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Microsoft Agent framework PowerFx Python Version Limit
- Heuristic:Promptfoo Promptfoo Adaptive Concurrency Tuning
Environments
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Bitsandbytes foundation Bitsandbytes ROCm AMD Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Apache Dolphinscheduler Node Pnpm Runtime
- Environment:Heibaiying BigData Notes Kafka 2 2 Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Dagster io Dagster PostgreSQL Storage
- Environment:Sgl project Sglang CUDA GPU Runtime