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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:Rapidsai Cuml Dimensionality Reduction
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Confident ai Deepeval AI Agent Evaluation
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Sgl project Sglang Multimodal Vision Language Inference
- Workflow:Langchain ai Langchain Chat Model Invocation
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Ggml org Llama cpp Speculative Decoding
Principles
- Principle:Evidentlyai Evidently Workspace Management
- Principle:Groq Groq python Speech Generation
- Principle:Mistralai Client python Tool Call Parsing
- Principle:Microsoft DeepSpeedExamples ZeRO Inference Environment
- Principle:MarketSquare Robotframework browser Plugin Loading Mechanism
- Principle:Bigscience workshop Petals Model Evaluation
- Principle:Sktime Pytorch forecasting MLP Decoder
- Principle:Shiyu coder Kronos CSV Dataset Handling
- Principle:Langfuse Langfuse Dataset Item Processing
- Principle:ARISE Initiative Robomimic Custom Observation Modality Extension
Implementations
- Implementation:Treeverse LakeFS Commit Operation
- Implementation:Treeverse LakeFS Java SDK TagsApi
- Implementation:SeleniumHQ Selenium Closure KeyHandler
- Implementation:Risingwavelabs Risingwave Cluster Page
- Implementation:DataTalksClub Data engineering zoomcamp Web To GCS Upload
- Implementation:Facebookresearch Habitat lab ClientHelper
- Implementation:Farama Foundation Gymnasium Step Api Compatibility
- Implementation:Online ml River NeuralNet MLPRegressor
- Implementation:Haosulab ManiSkill PushT
- Implementation:SeldonIO Seldon core Hodometer Metrics
Heuristics
- Heuristic:Mlflow Mlflow Model Signature Inference Tips
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Google deepmind Dm control Rendering Backend Selection Tips
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Scikit learn Scikit learn N Jobs Parallelism Tips
- Heuristic:Ggml org Ggml Quantization Type Selection
Environments
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Ray project Ray Java Build Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Apache Hudi Docker Demo Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Deepseek ai Janus CUDA GPU Environment