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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:Langgenius Dify Application Creation
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:Princeton nlp SimPO SimPO Training
- Workflow:Duckdb Duckdb Source Amalgamation And Packaging
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:PrefectHQ Prefect Asset Based Data Pipeline
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Alibaba MNN Python Model Inference
- Workflow:Openai Openai agents python Human In The Loop Approval
Principles
- Principle:Ggml org Ggml Vectorized Math Operations
- Principle:Apache Flink Source Chain Composition
- Principle:Risingwavelabs Risingwave Environment Configuration
- Principle:Scikit learn Scikit learn Baseline Models
- Principle:Roboflow Rf detr ONNX Model Export
- Principle:Kserve Kserve LLMIsvc Controller Reconciliation
- Principle:Apache Flink Enriched Row Composition
- Principle:Ollama Ollama Hyperparameter Extraction
- Principle:Duckdb Duckdb String Formatting
- Principle:Iterative Dvc Dataset Resolution
Implementations
- Implementation:Openai Openai python Response Output Text Annotation Added
- Implementation:Infiniflow Ragflow Request Client
- Implementation:Rapidsai Cuml KNN API
- Implementation:Deepseek ai Janus ODE Denoising Loop
- Implementation:EvolvingLMMs Lab Lmms eval VSIBench Utils
- Implementation:Google deepmind Dm control OSMesa Context
- Implementation:Apache Flink BulkWriterFormatFactory
- Implementation:Alibaba MNN BenchmarkExprModels
- Implementation:Haifengl Smile DataFrame To Numerical For SQL
- Implementation:Bentoml BentoML EnvManager
Heuristics
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:OpenGVLab InternVL Loss Reduction Strategy
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Avhz RustQuant Discretization Scheme Selection
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:Predibase Lorax GPU Sampling Optimization
Environments
- Environment:Speechbrain Speechbrain Multi GPU DDP
- Environment:Mlc ai Mlc llm Metal macOS iOS Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Protectai Modelscan H5py Optional
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Huggingface Optimum Accelerated Inference Environment