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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:Neuml Txtai Model Training
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:SeldonIO Seldon core Model Deployment
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Apache Hudi Flink Batch Incremental Read
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Huggingface Optimum FX Graph Optimization
- Workflow:Mlfoundations Open flamingo Distributed Training
- Workflow:Tensorflow Serving Batched Inference Pipeline
Principles
- Principle:Vllm project Vllm Sampling Configuration
- Principle:Intel Ipex llm LoRA Adapter Injection
- Principle:Apache Airflow Testing Quality Assurance
- Principle:Huggingface Datasets Dataset Shuffling
- Principle:Anthropics Anthropic sdk python Tool Definition
- Principle:DataExpert io Data engineer handbook Aggregation Transformation
- Principle:Langgenius Dify Retrieval Configuration
- Principle:Scikit learn Scikit learn Search Execution
- Principle:Datajuicer Data juicer Column Wise Distribution Analysis
- Principle:Ggml org Llama cpp Model Architecture Support
Implementations
- Implementation:Lucidrains X transformers BeliefStateWrapper
- Implementation:Open compass VLMEvalKit MUGUWrapper
- Implementation:Zai org CogVideo Trainer Train
- Implementation:Shiyu coder Kronos KronosTokenizer From Pretrained
- Implementation:Google research Deduplicate text datasets Finish Single File
- Implementation:LMCache LMCache External Connector Adapter
- Implementation:Scikit learn Scikit learn SupervisedClusterMetrics
- Implementation:LMCache LMCache PDBackend Batched Submit Put Task
- Implementation:TobikoData Sqlmesh Tbk Components
- Implementation:MarketSquare Robotframework browser Get Text Get Title Get Property
Heuristics
- Heuristic:Openai Openai agents python Tool Choice Reset Prevents Loops
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Hpcaitech ColossalAI Gradient Checkpointing Memory Tip
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:MaterializeInc Materialize Pipeline Test Trimming Rules
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
Environments
- Environment:Ray project Ray Docker GPU Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:HKUDS AI Trader Browser Runtime
- Environment:Webdriverio Webdriverio Node Runtime Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:TA Lib Ta lib python Python Build Environment
- Environment:Evidentlyai Evidently Grafana Monitoring Environment