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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:Turboderp org Exllamav2 Bulk Dataset Inference
- Workflow:Langgenius Dify Plugin Management
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Run llama Llama index ReAct Agent
- Workflow:Huggingface Datasets Dataset Streaming
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
Principles
- Principle:Bentoml BentoML Service Dependency Injection
- Principle:SeldonIO Seldon core HuggingFace Text Inference
- Principle:Heibaiying BigData Notes HDFS Java API Operations
- Principle:Microsoft Playwright Create Test with Agent Fixture
- Principle:Pytorch Serve Tensor Parallel LLM Architecture
- Principle:Huggingface Optimum Reversible Transformation
- Principle:Deepspeedai DeepSpeed Mesh Device Configuration
- Principle:Apache Hudi Result Delivery
- Principle:Googleapis Python genai Manual Function Execution
- Principle:ARISE Initiative Robosuite Data Collection Wrapping
Implementations
- Implementation:BerriAI Litellm Fine Tuning Job Operations
- Implementation:Apache Paimon FormatTable
- Implementation:Mlflow Mlflow Remove Experimental Decorators
- Implementation:Tensorflow Serving Regressor Test
- Implementation:Scikit learn Scikit learn ArffParser
- Implementation:Microsoft Playwright Pixelmatch
- Implementation:Tensorflow Tfjs Merge Test
- Implementation:SeleniumHQ Selenium Closure UI Select
- Implementation:Iterative Dvc Exceptions
- Implementation:Kornia Kornia Named Pose
Heuristics
- Heuristic:Huggingface Datatrove VLLM Startup Optimization
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Apache Dolphinscheduler Netty Thread Sizing
- Heuristic:MaterializeInc Materialize CI Retry Strategies
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:Run llama Llama index Chunk Size Optimization
Environments
- Environment:Unstructured IO Unstructured PDF Dependencies
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Snorkel team Snorkel PySpark
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:EvolvingLMMs Lab Lmms eval Server Mode Environment
- Environment:Pyro ppl Pyro Distributed Training
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Allenai Open instruct Ray Distributed