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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:SeldonIO Seldon core Inference Pipeline
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:Protectai Llm guard LLM Input Output Scanning
- Workflow:TA Lib Ta lib python Basic Indicator Computation
- Workflow:Gretelai Gretel synthetics DGAN Timeseries Generation
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
Principles
- Principle:PrefectHQ Prefect HTML Parsing
- Principle:Astronomer Astronomer cosmos Dbt Invocation
- Principle:DataExpert io Data engineer handbook Event Tracking
- Principle:Nautechsystems Nautilus trader Order Creation
- Principle:Apache Paimon Multi Batch Data Writing
- Principle:CARLA simulator Carla Simulator Packaging
- Principle:ArroyoSystems Arroyo Graceful Shutdown
- Principle:Triton inference server Server Stress Testing
- Principle:ARISE Initiative Robosuite Object Grouping
- Principle:Duckdb Duckdb Test Framework
Implementations
- Implementation:Mit han lab Llm awq Wikitext eval loop
- Implementation:Interpretml Interpret TensorTotalsBuild
- Implementation:Ggml org Llama cpp Common Utils
- Implementation:Nightwatchjs Nightwatch Extension Invocation Pattern
- Implementation:CrewAIInc CrewAI Bedrock Code Interpreter Toolkit
- Implementation:Predibase Lorax Rotary Embedding
- Implementation:Run llama Llama index CohereRerankerFinetuneEngine
- Implementation:EvolvingLMMs Lab Lmms eval RefCOCO Plus Utils Rec
- Implementation:DevExpress Testcafe CreateTestCafe Factory
- Implementation:Risingwavelabs Risingwave JDBCSinkFactory
Heuristics
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Langchain ai Langgraph Retry Policy Configuration
- Heuristic:Neuml Txtai MacOS Stability Workarounds
- Heuristic:Bigscience workshop Petals Randomized Rebalancing Intervals
- Heuristic:Axolotl ai cloud Axolotl Sample Packing Best Practices
- Heuristic:Datahub project Datahub Validation Across All APIs
- Heuristic:Snorkel team Snorkel Precision Init Prior
- Heuristic:Unstructured IO Unstructured Warning Deprecated Staging Base
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Fastai Fastbook Dropout Regularization
Environments
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Pola rs Polars Cloud Storage Environment
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:BerriAI Litellm Redis Cache Backend
- Environment:Unslothai Unsloth CUDA VLLM
- Environment:Tensorflow Tfjs Browser Runtime
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Explodinggradients Ragas Python Runtime Environment