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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:TobikoData Sqlmesh Model development and testing
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Huggingface Alignment handbook SFT DPO Alignment Pipeline
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Iterative Dvc Data Tracking
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Anthropics Anthropic sdk python Structured Output Extraction
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:OpenRLHF OpenRLHF Rejection Sampling
Principles
- Principle:Neuml Txtai Pipeline Definition
- Principle:Vespa engine Vespa Runtime Level Control
- Principle:ClickHouse ClickHouse Binary Linking
- Principle:DataTalksClub Data engineering zoomcamp Dbt Source Declaration
- Principle:Roboflow Rf detr Image Preprocessing
- Principle:LaurentMazare Tch rs Generated FFI Bindings
- Principle:Ggml org Ggml Transformer Graph Construction
- Principle:Pytorch Serve Parallelism Strategy
- Principle:EvolvingLMMs Lab Lmms eval Job Submission
- Principle:Google research Deduplicate text datasets Dataset Serialization TFDS
Implementations
- Implementation:OpenGVLab InternVL ScienceQA Prompt Conversion
- Implementation:Neuml Txtai Agent Init
- Implementation:Avhz RustQuant AnalyticOptionPricer Greeks
- Implementation:Junyanz Pytorch CycleGAN and pix2pix CycleGANModel Optimize Parameters
- Implementation:Microsoft Onnxruntime OrtEnvironment
- Implementation:Apache Druid Type Registry
- Implementation:Speechbrain Speechbrain Prepare Switchboard LM
- Implementation:Ucbepic Docetl ExtractOperation Execute
- Implementation:Risingwavelabs Risingwave ConfigurableOffsetBackingStore
- Implementation:Webdriverio Webdriverio Workers Types
Heuristics
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Triton inference server Server Documentation Standards
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Huggingface Diffusers Dtype Precision Selection
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Vespa engine Vespa KStemmer Dictionary Loading
Environments
- Environment:Langgenius Dify Docker Compose Environment
- Environment:OWASP Www project top 10 for large language model applications GenAI Red Team Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Tensorflow Serving Build Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:ClickHouse ClickHouse CI Docker Environment
- Environment:Microsoft Onnxruntime Distributed Training Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:Infiniflow Ragflow Python Runtime