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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:SeleniumHQ Selenium Browser Session Setup
- Workflow:Googleapis Python genai Context Caching
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:LaurentMazare Tch rs JIT Model Inference
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:Lm sys FastChat MT Bench Evaluation
Principles
- Principle:Intel Ipex llm Environment Validation
- Principle:Helicone Helicone Query Filtering
- Principle:SeleniumHQ Selenium Grid Server Building
- Principle:LaurentMazare Tch rs Basic Tensor Operations
- Principle:Gretelai Gretel synthetics Batch Data Export
- Principle:Sktime Pytorch forecasting TimeXer Architecture
- Principle:Apache Spark Cluster Lifecycle Shutdown
- Principle:Huggingface Datasets Language Code Registry
- Principle:Cypress io Cypress Code Signing
- Principle:OpenBMB UltraFeedback Result Collection
Implementations
- Implementation:Evidentlyai Evidently Legacy Metric Results
- Implementation:NVIDIA DALI CUDAEventPool
- Implementation:Zai org CogVideo MoVQ Decoder3D
- Implementation:Evidentlyai Evidently Embeddings Drift Metric
- Implementation:ArroyoSystems Arroyo UDF CRUD
- Implementation:DataTalksClub Data engineering zoomcamp Web To GCS Upload
- Implementation:Microsoft Onnxruntime ExportModelForInferencing
- Implementation:SeleniumHQ Selenium Closure BrowserEvent
- Implementation:Intel Ipex llm NPU Model Convert
- Implementation:Open compass VLMEvalKit CreationMMBenchDataset
Heuristics
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:Unstructured IO Unstructured Golden File Diff
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:BerriAI Litellm Retry Backoff Strategy
- Heuristic:Teamcapybara Capybara Frozen Time Detection
- Heuristic:Vibrantlabsai Ragas Concurrency And Retry Configuration
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
Environments
- Environment:Vespa engine Vespa POSIX Mmap Log Control
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:MaterializeInc Materialize Docker Compose Runtime
- Environment:Sgl project Sglang Distributed