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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:CARLA simulator Carla Traffic Generation
- Workflow:Alibaba ROLL Agentic RL Training Pipeline
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Groq Groq python Audio Transcription
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Fastai Fastbook Tabular Modeling
- Workflow:Speechbrain Speechbrain Speech Separation Training
- Workflow:Ollama Ollama Custom Model Creation
Principles
- Principle:Snorkel team Snorkel Labeling Function Definition
- Principle:Apache Kafka Maven Artifact Publishing
- Principle:Avdvg InjectGuard Vector Store Construction
- Principle:FlowiseAI Flowise Server Monitoring
- Principle:Eventual Inc Daft Data Preprocessing Image Decoding
- Principle:OpenHands OpenHands Sandbox Creation
- Principle:Guardrails ai Guardrails AsyncExecution
- Principle:Huggingface Datasets Pandas Conversion
- Principle:Trailofbits Fickling Polyglot File Creation
- Principle:Zai org CogVideo Learned Perceptual Similarity
Implementations
- Implementation:CrewAIInc CrewAI Scrape Element Tool
- Implementation:EvolvingLMMs Lab Lmms eval VideoMathQA Evaluation Utils
- Implementation:Huggingface Datasets Dataset To Tf Dataset
- Implementation:Run llama Llama index SQLTableNodeMapping
- Implementation:SeleniumHQ Selenium GeckoDriverService
- Implementation:DataTalksClub Data engineering zoomcamp Kestra PostgreSQL CopyIn
- Implementation:Treeverse LakeFS Java SDK Model IcebergLocalTable
- Implementation:Haifengl Smile Index Structure Selection
- Implementation:Bentoml BentoML Podman Backend
- Implementation:Mlc ai Mlc llm Batch Prefill Base
Heuristics
- Heuristic:Avhz RustQuant MC Parallel Path Threshold
- Heuristic:Princeton nlp SimPO Concatenated Forward Pass
- Heuristic:Microsoft LoRA LoRA Rank Selection
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Onnx Onnx Protobuf 2GB Limit Workaround
- Heuristic:Hiyouga LLaMA Factory Mixed Precision Training Tips
- Heuristic:Eric mitchell Direct preference optimization FSDP Mixed Precision BFloat16
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Langgenius Dify Celery Queue Separation
Environments
- Environment:Helicone Helicone Cloudflare Workers Runtime
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:OpenRLHF OpenRLHF DeepSpeed Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Eric mitchell Direct preference optimization Python Dependencies
- Environment:Dagster io Dagster Container Resource Monitoring
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Langgenius Dify Vector Database Environment
- Environment:Protectai Llm guard Python Runtime Dependencies