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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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|---|---|---|
| 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:Lm sys FastChat MT Bench Evaluation
- Workflow:Openai Openai node Audio Processing
- Workflow:Hpcaitech ColossalAI Model Evaluation
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Sail sg LongSpec Speculative Decoding Inference
- Workflow:NVIDIA DALI Custom Operator Development
- Workflow:SeldonIO Seldon core AB Testing Experiment
- Workflow:Promptfoo Promptfoo LLM Evaluation
Principles
- Principle:Speechbrain Speechbrain Whisper Dataset Preparation
- Principle:Obss Sahi Full Image Detection
- Principle:OWASP Www project top 10 for large language model applications Translation Quality Review
- Principle:NVIDIA NeMo Aligner DPO Training
- Principle:Mlflow Mlflow Protobuf Code Generation
- Principle:Huggingface Datatrove Language Statistics
- Principle:Ggml org Ggml Python Tensor Interop
- Principle:ArroyoSystems Arroyo UDF Validation
- Principle:ARISE Initiative Robosuite Object Grouping
- Principle:Neuml Txtai Semantic Search
Implementations
- Implementation:Cleanlab Cleanlab Regression Label Issue Manager
- Implementation:Ucbepic Docetl ExperimentEvalUtils
- Implementation:Microsoft Autogen DiGraphBuilder
- Implementation:DataTalksClub Data engineering zoomcamp Java Ride Data Model
- Implementation:NVIDIA NeMo Curator SemanticDeduplicationStage
- Implementation:Ollama Ollama Imagegen Engine Main
- Implementation:Infiniflow Ragflow DialogService Update LLM Settings
- Implementation:CrewAIInc CrewAI Bedrock Browser Toolkit
- Implementation:Lm sys FastChat Show Result
- Implementation:Open compass VLMEvalKit ImageBaseDataset
Heuristics
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Testtimescaling Testtimescaling github io Hardcoded IDs vs Registry
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Wandb Weave Sentinel Value Handling
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
Environments
- Environment:Lucidrains X transformers Python Environment
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Langfuse Langfuse ClickHouse Analytics
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:LMCache LMCache Python Runtime
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials