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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:Facebookresearch Audiocraft EnCodec Compression Training
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Sdv dev SDV Single table synthesis
- Workflow:Rapidsai Cuml GPU Clustering
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:CarperAI Trlx RLHF Summarization Pipeline
- Workflow:Dotnet Machinelearning Text Classification
Principles
- Principle:EvolvingLMMs Lab Lmms eval Result Gathering
- Principle:Cypress io Cypress Electron Binary Packaging
- Principle:Microsoft Onnxruntime Inference Execution
- Principle:Pytorch Serve GRPC Communication
- Principle:EvolvingLMMs Lab Lmms eval Request Construction
- Principle:Deepspeedai DeepSpeed AutoTP Model Loading
- Principle:InternLM Lmdeploy W8A8 Quantized Inference
- Principle:Huggingface Trl Reward Argument Configuration
- Principle:Webdriverio Webdriverio Type Safety
- Principle:Langgenius Dify Container Orchestration
Implementations
- Implementation:Dotnet Machinelearning CpuMathNative Sse
- Implementation:Lance format Lance LegacyValueEncoding
- Implementation:Apache Paimon FileStorePathFactory
- Implementation:Ucbepic Docetl GatherOperation Execute
- Implementation:Datajuicer Data juicer Load Ops
- Implementation:Mit han lab Llm awq LMEvalAdaptor
- Implementation:Truera Trulens TruApp Wrapper
- Implementation:Sktime Pytorch forecasting RecurrentNetwork
- Implementation:Lance format Lance Dataset Restore
- Implementation:Truera Trulens TruChain Wrapper
Heuristics
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:Heibaiying BigData Notes Kafka Consumer Offset Strategy Tip
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:OpenRLHF OpenRLHF Off Policy IS Correction Tip
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:DistrictDataLabs Yellowbrick Scikit Learn API Compatibility
- Heuristic:Romsto Speculative Decoding Seed Fixing For Reproducibility
Environments
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Sgl project Sglang CUDA Runtime
- Environment:Predibase Lorax Python Server Dependencies
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Ollama Ollama GPU Runtime
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:MaterializeInc Materialize Python CI Builder Runtime
- Environment:DataExpert io Data engineer handbook Statsig API Environment