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1,118
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:Pola rs Polars Data IO and Format Conversion
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Lance format Lance Full Text Search
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:VainF Torch Pruning Sparse Training Pruning
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Predibase Lorax Multi Adapter Merging
- Workflow:TobikoData Sqlmesh Environment management
Principles
- Principle:Interpretml Interpret Interaction Detection
- Principle:Zai org CogVideo Diffusion Training Loop
- Principle:Farama Foundation Gymnasium Synchronous Vector Execution
- Principle:Pyro ppl Pyro MCMC Posterior Sampling
- Principle:Alibaba ROLL LoRA Parameter Optimization
- Principle:Google deepmind Dm control Domain Randomization
- Principle:Obss Sahi COCO FiftyOne Visualization
- Principle:Haotian liu LLaVA Weight Delta Computation
- Principle:Ggml org Llama cpp Server Configuration
- Principle:Apache Dolphinscheduler Parameter Validation And Transformation
Implementations
- Implementation:Facebookresearch Habitat lab EQA CNN Pretrain Trainer
- Implementation:Sktime Pytorch forecasting Optimize Hyperparameters
- Implementation:Datajuicer Data juicer WordsNumFilter
- Implementation:Explodinggradients Ragas QuotedSpans Module
- Implementation:FlowiseAI Flowise GenerateAgentflow
- Implementation:Heibaiying BigData Notes KafkaConsumer Poll
- Implementation:Alibaba ROLL WanTrainingModule
- Implementation:Deepspeedai DeepSpeed CPU Lion Impl
- Implementation:Fastai Fastbook Collab Untar Data
- Implementation:Vespa engine Vespa Publish Artifacts Sh
Heuristics
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
- Heuristic:Datahub project Datahub Docker Memory Preflight
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:OpenHands OpenHands Streamable HTTP Over SSE
- Heuristic:Pytorch Serve LLM Timeout Configuration
- Heuristic:Huggingface Open r1 Reward Function Tuning
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Confident ai Deepeval Async Concurrency Tuning
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Python Pandas
- Environment:Langgenius Dify Python Backend Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Datajuicer Data juicer LLM API Credentials Environment
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Ollama Ollama CGo Runtime