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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:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Vllm project Vllm OpenAI Compatible Serving
- Workflow:Openai Openai python Realtime Conversation
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Neuml Txtai Semantic Search
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:DataTalksClub Data engineering zoomcamp dlt Data Ingestion
Principles
- Principle:Alibaba MNN MNN Build System
- Principle:ClickHouse ClickHouse Submodule Initialization
- Principle:Triton inference server Server Server Utilities
- Principle:Triton inference server Server Health Check API
- Principle:Apache Shardingsphere DDL Metadata Reload
- Principle:Haifengl Smile SQL Database Connection
- Principle:Avhz RustQuant Cashflow Analysis
- Principle:Groq Groq python Audio File Preparation
- Principle:Rapidsai Cuml Multiclass Classification Strategy
- Principle:Mage ai Mage ai Record Validation and Batching
Implementations
- Implementation:Puppeteer Puppeteer Cdp Frame
- Implementation:Infiniflow Ragflow Vite Config
- Implementation:NVIDIA NeMo Curator ScoreFilter
- Implementation:Open compass VLMEvalKit QH 360VL
- Implementation:Haosulab ManiSkill BaseAgent
- Implementation:Explodinggradients Ragas GeneticOptimizer Class
- Implementation:Datajuicer Data juicer ExtractEntityRelationMapper
- Implementation:Recommenders team Recommenders NNI Utils
- Implementation:Sail sg LongSpec Hydra YAML Composition
- Implementation:Datajuicer Data juicer AudioSizeFilter
Heuristics
- Heuristic:Ucbepic Docetl Token Counting And Truncation
- Heuristic:Microsoft Autogen Agent Thread Safety
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:Kubeflow Pipelines Resource Sizing For Components
- Heuristic:LMCache LMCache CacheGen Quantization Strategy
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:LLMBook zh LLMBook zh github io LoRA Initialization Strategy
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Langgenius Dify SQL Escape Backslash First
- Heuristic:Haosulab ManiSkill Initial Pose Performance
Environments
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Lance format Lance Python Environment
- Environment:Interpretml Interpret Python Core Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Kornia Kornia PyTorch Python Environment