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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:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:OpenHands OpenHands Organization Onboarding
- Workflow:Groq Groq python Audio Transcription
- Workflow:Wandb Weave Evaluation Pipeline
- Workflow:Scikit learn Scikit learn Cross Validation Evaluation
- Workflow:Langchain ai Langchain Chat Model Invocation
Principles
- Principle:Dotnet Machinelearning LambdaMART Ranking
- Principle:Mlc ai Mlc llm Native Application Building
- Principle:Microsoft LoRA Low Rank Layer Replacement
- Principle:Lm sys FastChat Seq2Seq SFT Training
- Principle:Neuml Txtai Interactive Console
- Principle:Apache Flink Asynchronous File Compaction
- Principle:OpenRLHF OpenRLHF Sequence Regression Model Loading
- Principle:Webdriverio Webdriverio Service Lifecycle
- Principle:Sdv dev SDV Demo Data Loading
- Principle:Alibaba ROLL RLVR Configuration
Implementations
- Implementation:Ggml org Llama cpp Chat Peg Parser Header
- Implementation:Explodinggradients Ragas CacheInterface And DiskCacheBackend
- Implementation:Microsoft LoRA DART Dev Dataset
- Implementation:Scikit learn Scikit learn KMeans
- Implementation:Datajuicer Data juicer WordsNumFilter
- Implementation:Ucbepic Docetl Directive ChunkHeaderSummary
- Implementation:Tensorflow Tfjs GPT2CausalLM Generate
- Implementation:Pytorch Serve Install Dependencies Script
- Implementation:CrewAIInc CrewAI Tool Specs JSON
- Implementation:Explodinggradients Ragas MetricValidators Module
Heuristics
- Heuristic:Mlc ai Mlc llm GPU Memory Budget Tuning
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Microsoft DeepSpeedExamples Gradient Checkpointing Tradeoff
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:Lance format Lance Warning Deprecated Legacy Encodings
- Heuristic:Teamcapybara Capybara Negative Predicate Matching
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
- Heuristic:Treeverse LakeFS Presigned URL Expiry Tip
- Heuristic:Langgenius Dify Extension Initialization Order
Environments
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Apache Kafka Committer Tools Environment
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:Tensorflow Serving Docker Runtime Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:Sgl project Sglang CUDA