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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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Browse by Category
| 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:Langgenius Dify Knowledge Base Creation
- Workflow:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Infiniflow Ragflow Search Application Setup
- Workflow:Apache Flink File Source Pipeline
- Workflow:CARLA simulator Carla Sensor Data Collection
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Danijar Dreamerv3 Single Process Training
Principles
- Principle:Alibaba ROLL Hardware Platform Abstraction
- Principle:MaterializeInc Materialize Dbt Command Execution
- Principle:Fastai Fastbook Training Loop
- Principle:Wandb Weave LLM Call Interception
- Principle:Getgauge Taiko Request Redirect
- Principle:Scikit learn Scikit learn Data Inspection
- Principle:Heibaiying BigData Notes HBase Coprocessor Observer
- Principle:Hpcaitech ColossalAI GRPO Policy Loss
- Principle:Apache Shardingsphere Configuration Validation
- Principle:Webdriverio Webdriverio Cucumber Configuration
Implementations
- Implementation:Puppeteer Puppeteer Bidi Page
- Implementation:Datajuicer Data juicer EmptyFormatter
- Implementation:Langchain ai Langchain OpenAI Moderation Middleware
- Implementation:Pytorch Serve XGBoost Iris Handler
- Implementation:Explodinggradients Ragas BleuScore Metric
- Implementation:Vllm project Vllm Marlin Template
- Implementation:Risingwavelabs Risingwave DebeziumOpenLineageEmitter
- Implementation:Google deepmind Dm control Locomotion Tasks
- Implementation:Facebookresearch Habitat lab HabitatEnvFactory
- Implementation:FlagOpen FlagEmbedding LLM Dense Retriever Data
Heuristics
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Volcengine Verl Inplace Operations OOM Prevention
- Heuristic:Ray project Ray Graceful Shutdown Timing
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Datahub project Datahub Emitter Selection Strategy
- Heuristic:Triton inference server Server Concurrency Throughput Rule
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:Ggml org Llama cpp Thread Count Tuning
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Openclaw Openclaw Cache TTL Asymmetric Strategy
Environments
- Environment:Sgl project Sglang Python Dependencies
- Environment:Pytorch Serve vLLM Engine Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Microsoft Semantic kernel ONNX CUDA Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Protectai Llm guard API Server Deployment