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Workflows
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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:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Sktime Pytorch forecasting NBeats Univariate Forecasting
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:OpenRLHF OpenRLHF Knowledge Distillation
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Haifengl Smile Model Serving Pipeline
Principles
- Principle:Haifengl Smile SQL Database Connection
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Cleanup
- Principle:Guardrails ai Guardrails Telemetry
- Principle:Unslothai Unsloth Response Masking
- Principle:Apache Spark Release Environment Isolation
- Principle:Microsoft Onnxruntime Distributed Runtime Initialization
- Principle:Webdriverio Webdriverio PII Filtering
- Principle:Spotify Luigi Database Connection Configuration
- Principle:Junyanz Pytorch CycleGAN and pix2pix Model Inference
- Principle:Pyro ppl Pyro No U Turn Sampling
Implementations
- Implementation:Teamcapybara Capybara Spec Server
- Implementation:DevExpress Testcafe TestController TypeDefs
- Implementation:Datahub project Datahub Dashboard Entity
- Implementation:Cohere ai Cohere python ToolParameterDefinitionsValue Model
- Implementation:Kserve Kserve Knative Traffic Reconciler
- Implementation:Pyro ppl Pyro Einsum Example
- Implementation:Tensorflow Tfjs Exports Layers
- Implementation:Elevenlabs Elevenlabs python StudioClient
- Implementation:DistrictDataLabs Yellowbrick FrequencyVisualizer
- Implementation:InternLM Lmdeploy PytorchEngineConfig
Heuristics
- Heuristic:CarperAI Trlx Reward Model Layer Freezing
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Lucidrains X transformers Sampling Temperature Strategy
- Heuristic:Anthropics Anthropic sdk python Model Deprecation Awareness
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Bentoml BentoML Thread Env Vars Setting
- Heuristic:PeterL1n BackgroundMattingV2 Training Batch Size And Resolution
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
Environments
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Facebookresearch Habitat lab HITL Runtime Environment
- Environment:Apache Kafka Committer Tools Environment