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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:Deepseek ai Janus Autoregressive Image Generation
- Workflow:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Groq Groq python Chat Completion
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Sail sg LongSpec Long Context Evaluation
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:VainF Torch Pruning Sparse Training Pruning
Principles
- Principle:Online ml River Active Learning Classification
- Principle:Astronomer Astronomer cosmos TaskGroup Rendering
- Principle:Online ml River Online Recommendation
- Principle:Infiniflow Ragflow Deployment Prerequisites
- Principle:Romsto Speculative Decoding Encoder Decoder Autoregressive Generation
- Principle:Confident ai Deepeval Span Level Test Cases
- Principle:FMInference FlexLLMGen Autotuning Configuration Search
- Principle:Openai Evals Chain of Thought Prompting
- Principle:Apache Paimon Type System
- Principle:Mlc ai Mlc llm Custom Request Routing
Implementations
- Implementation:Neuml Txtai SQL Aggregate
- Implementation:Bitsandbytes foundation Bitsandbytes MatMul8bitLt
- Implementation:Apache Kafka Kafka Run Class JVM Options
- Implementation:Microsoft Playwright Recorder ForContext
- Implementation:Treeverse LakeFS Java SDK Model RevertCreation
- Implementation:Microsoft LoRA Run MLM
- Implementation:Haifengl Smile InferenceService Setup
- Implementation:Zai org CogVideo DDIM Inversion Sample
- Implementation:Truera Trulens Session Get Records And Feedback
- Implementation:Langgenius Dify Create App
Heuristics
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Langchain ai Langgraph Recursion Limit Tuning
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Obss Sahi Auto Slice Resolution
- Heuristic:Huggingface Transformers Dataloader Pin Memory NonBlocking
Environments
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Kserve Kserve Leader Worker Set
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:Apache Shardingsphere Java Runtime Environment
- Environment:FMInference FlexLLMGen HuggingFace Access
- Environment:Microsoft LoRA NLG Eval External Tools
- Environment:Openai Openai python Azure OpenAI
- Environment:Snorkel team Snorkel PySpark