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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:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Trailofbits Fickling PyTorch Format Identification
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Truera Trulens Custom App Instrumentation And Evaluation
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:Elevenlabs Elevenlabs python Speech to Text Transcription
- Workflow:Microsoft Agent framework Graph Based Workflow Execution
- Workflow:Mlc ai Web llm Basic Chat Completion
- Workflow:NVIDIA NeMo Curator Video Curation Pipeline
Principles
- Principle:Astronomer Astronomer cosmos Profile Configuration
- Principle:Microsoft Onnxruntime Model Conversion to ONNX
- Principle:Microsoft Playwright Launch Codegen
- Principle:MarketSquare Robotframework browser Response Formatting and Validation
- Principle:Hpcaitech ColossalAI Distributed Checkpoint Saving
- Principle:Apache Airflow Executor Dispatch
- Principle:OpenRLHF OpenRLHF PPO Policy Loss
- Principle:Alibaba ROLL DPO Validation
- Principle:Confident ai Deepeval Dataset Export
- Principle:Neuml Txtai Task Creation
Implementations
- Implementation:Alibaba MNN RapidJSON Writer
- Implementation:Apache Paimon BlobDescriptor Deserialize
- Implementation:Open compass VLMEvalKit VGRPBench Renzoku
- Implementation:Facebookresearch Habitat lab Updater
- Implementation:PacktPublishing LLM Engineers Handbook FastLanguageModel Get Peft Model
- Implementation:Open compass VLMEvalKit MMHELIX
- Implementation:Predibase Lorax Helm Chart Configuration
- Implementation:Mlc ai Mlc llm Logit Processor
- Implementation:TA Lib Ta lib python Stream Wrapper Integration
- Implementation:Haosulab ManiSkill ShaderConfig
Heuristics
- Heuristic:Protectai Modelscan Nested Zip Not Supported
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
- Heuristic:Marker Inc Korea AutoRAG One Dataset Per Project Directory
- Heuristic:Vibrantlabsai Ragas Warning Deprecated Legacy LLM Wrappers
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Bentoml BentoML Warning Deprecated Legacy Service
Environments
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Obss Sahi Python Pycocotools
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Intel Ipex llm Build Environment
- Environment:Lakeraai Pint benchmark Python 310 With Pandas
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Openai Whisper Triton
- Environment:Pyro ppl Pyro Python PyTorch Core