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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:Huggingface Peft DreamBooth LoRA Diffusion
- Workflow:Teamcapybara Capybara Custom Selector Definition
- Workflow:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Data Ingestion
- Workflow:Facebookresearch Habitat lab Rearrangement HRL Training
- Workflow:Googleapis Python genai Model Fine Tuning
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Online ml River Binary Classification Pipeline
Principles
- Principle:Open compass VLMEvalKit Dataset Registration
- Principle:Openai Openai agents python Execution Resumption
- Principle:Pyro ppl Pyro Epidemiological Modeling
- Principle:Axolotl ai cloud Axolotl DPO Training Execution
- Principle:AUTOMATIC1111 Stable diffusion webui Prompt composition
- Principle:Romsto Speculative Decoding Input Tokenization
- Principle:Mistralai Client python Tool Schema Definition
- Principle:NVIDIA TransformerEngine Fused LayerNorm Linear
- Principle:Pyro ppl Pyro Sparse Deep Exponential Family
- Principle:Cypress io Cypress Electron Binary Packaging
Implementations
- Implementation:FlowiseAI Flowise InsertIntoVectorStore
- Implementation:Langgenius Dify I18n Context
- Implementation:Mage ai Mage ai GitHub Issue Events Schema
- Implementation:Huggingface Transformers DCP Save
- Implementation:Microsoft Playwright WkExecutionContext
- Implementation:Online ml River Multiclass OneVsRest
- Implementation:Turboderp org Exllamav2 Build Wheels Release Torch Latest
- Implementation:Ggml org Llama cpp Batch Header
- Implementation:Ucbepic Docetl OperationArgs
- Implementation:Huggingface Optimum ImageClassificationProcessing
Heuristics
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Run llama Llama index Chunk Size Optimization
- Heuristic:Apache Shardingsphere Shadow Routing Hint First Fallback
- Heuristic:Facebookresearch Audiocraft Generation Parameter Defaults
- Heuristic:Kornia Kornia Lazy Loading Optional Deps
- Heuristic:Apache Dolphinscheduler Load Balancer Strategy Selection
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Testtimescaling Testtimescaling github io Dual JSON Sync
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
Environments
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Haifengl Smile Java 25 Runtime
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:DataExpert io Data engineer handbook Statsig API Environment
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Arize ai Phoenix Python Runtime
- Environment:Pytorch Serve Distributed Training Environment
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Predibase Lorax CUDA GPU Runtime