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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:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Neuml Txtai Model Training
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Ucbepic Docetl Python API Pipeline
- Workflow:Online ml River Time Series Forecasting
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Explodinggradients Ragas Metric Prompt Optimization
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Microsoft BIPIA Black Box Defense Evaluation
- Workflow:Ray project Ray Actor Lifecycle Management
Principles
- Principle:Kornia Kornia Tensor Image Conversion
- Principle:Microsoft Playwright Install Browsers
- Principle:CARLA simulator Carla Blueprint System
- Principle:Guardrails ai Guardrails Structured Guard Execution
- Principle:VainF Torch Pruning Latency Benchmarking
- Principle:Helicone Helicone Dashboard Visualization
- Principle:Google deepmind Mujoco Simulation Options Initialization
- Principle:Iterative Dvc Parameter Override Definition
- Principle:Kubeflow Pipelines Incremental Model Training
- Principle:Huggingface Datatrove Media Writing Framework
Implementations
- Implementation:Haosulab ManiSkill TurnFaucet
- Implementation:Sktime Pytorch forecasting sLSTMCell
- Implementation:Datahub project Datahub WriteTrackingAspectCache
- Implementation:Apache Paimon AuthFactory
- Implementation:Deepspeedai DeepSpeed CPU Adam Impl
- Implementation:Kubeflow Pipelines Helm Pipeline Template
- Implementation:Rapidsai Cuml Genetic Node
- Implementation:Risingwavelabs Risingwave DbzChangeEventConsumer
- Implementation:Vibrantlabsai Ragas PydanticPrompt
- Implementation:FlowiseAI Flowise MarketplaceCanvas
Heuristics
- Heuristic:Cypress io Cypress Browser Version Workarounds
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Fede1024 Rust rdkafka Producer Flush Before Drop
- Heuristic:Rapidsai Cuml Batch Size Memory Tradeoff
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Fede1024 Rust rdkafka Commit Mode Sync Vs Async
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
Environments
- Environment:DevExpress Testcafe Node Runtime
- Environment:Dotnet Machinelearning ONNX Runtime Environment
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Hpcaitech ColossalAI ColossalChat Training Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment
- Environment:Microsoft Autogen LLM Provider API Keys
- Environment:Google deepmind Dm control OSMesa Software Rendering