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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:Junyanz Pytorch CycleGAN and pix2pix Pix2pix Training
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Ray project Ray Serve Deployment
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Spcl Graph of thoughts GoT Document Merging Pipeline
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:PrefectHQ Prefect Per Worker Task Concurrency
Principles
- Principle:Unstructured IO Unstructured Embedding Provider Interface
- Principle:Langgenius Dify SideEffectHooks
- Principle:Cypress io Cypress CI Environment Configuration
- Principle:VainF Torch Pruning Transformer Head Pruning
- Principle:DataExpert io Data engineer handbook Database Seeding
- Principle:Cohere ai Cohere python AWS SigV4 Authentication
- Principle:Huggingface Transformers Trainer Initialization
- Principle:Tensorflow Serving TFLite Serving
- Principle:Pola rs Polars SQL Query Execution
- Principle:ARISE Initiative Robosuite Spatial Transforms
Implementations
- Implementation:Vibrantlabsai Ragas Llm Factory
- Implementation:Apache Beam StructuralKey
- Implementation:SeleniumHQ Selenium Python Pyproject
- Implementation:OpenBMB UltraFeedback Load Generator
- Implementation:Mit han lab Llm awq InternVLStreamGenerator
- Implementation:Puppeteer Puppeteer Cdp ElementHandle
- Implementation:TobikoData Sqlmesh Api Instance
- Implementation:Risingwavelabs Risingwave GlueCredentialProvider
- Implementation:Apache Dolphinscheduler RpcService Annotation
- Implementation:Open compass VLMEvalKit ImageMCQDataset Build Prompt
Heuristics
- Heuristic:BerriAI Litellm Cooldown Threshold Tuning
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Tensorflow Tfjs Backend Selection Strategy
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:EvolvingLMMs Lab Lmms eval Limit Flag Testing Only
- Heuristic:ThreeSR Awesome Inference Time Scaling Duplicate Detection By Title
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Alibaba ROLL Reward Clipping Normalization
Environments
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Allenai Open instruct Python 3 12 Runtime
- Environment:Apache Dolphinscheduler ZooKeeper Registry
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Openclaw Openclaw State Directory And Credentials
- Environment:Tensorflow Serving Build Environment
- Environment:Kserve Kserve Gateway API