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1,118
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:Huggingface Trl Supervised Finetuning
- Workflow:ARISE Initiative Robomimic Hyperparameter Sweep
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Huggingface Diffusers Text to Image Inference
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:MarketSquare Robotframework browser API Testing via Browser
- Workflow:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
Principles
- Principle:Spcl Graph of thoughts Result Serialization
- Principle:Pyro ppl Pyro Stein Variational Inference
- Principle:FMInference FlexLLMGen Transformers Package Build
- Principle:Googleapis Python genai Image Editing
- Principle:Scikit learn Scikit learn Model Training
- Principle:Zai org CogVideo DDIM Pipeline Loading
- Principle:ARISE Initiative Robomimic Configuration Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Configuration Management
- Principle:Ollama Ollama Blob Transfer
- Principle:Ggml org Llama cpp Apple Platform Support
Implementations
- Implementation:ARISE Initiative Robosuite TuneCamera
- Implementation:EvolvingLMMs Lab Lmms eval Lmms Generate Until
- Implementation:Confident ai Deepeval Observe Decorator Tracing
- Implementation:Pyro ppl Pyro Poutine Handlers
- Implementation:CARLA simulator Carla Map API Spec
- Implementation:Openai Openai python Response Function Tool Call Output
- Implementation:OpenRLHF OpenRLHF PairWiseLoss
- Implementation:Langfuse Langfuse ObservationForEval
- Implementation:Interpretml Interpret PseudoHuberRegressionObjective
- Implementation:Mlc ai Mlc llm Attach Logit Processor Pass
Heuristics
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Webdriverio Webdriverio Click Interception Workaround
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:ThreeSR Awesome Inference Time Scaling API Rate Limiting Tip
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:ContextualAI HALOs Reference Logprob Caching
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
Environments
- Environment:NVIDIA NeMo Curator Ray Cluster
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Huggingface Alignment handbook Python Datasets
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Unstructured IO Unstructured Libmagic
- Environment:Sail sg LongSpec Inference Environment
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Getgauge Taiko Docker Container