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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:Haifengl Smile Nearest Neighbor Search
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Apache Paimon Lance Format Analytics
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Protectai Modelscan Custom Scanner Plugin
- Workflow:Unstructured IO Unstructured Chunking And Embedding
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:TobikoData Sqlmesh Model development and testing
- Workflow:Apache Kafka Release Candidate Staging
Principles
- Principle:Deepseek ai Janus Model and Processor Loading
- Principle:Pola rs Polars Cloud Storage Configuration
- Principle:SeldonIO Seldon core Model Lifecycle Management
- Principle:Truera Trulens Agent Evaluation Metrics
- Principle:Volcengine Verl Answer Extraction
- Principle:ClickHouse ClickHouse Build Verification
- Principle:Microsoft Semantic kernel Plugin Registration
- Principle:Diagram of thought Diagram of thought DAG Reconstruction
- Principle:Unslothai Unsloth OCR Evaluation
- Principle:Microsoft Playwright Save and Load Authentication State
Implementations
- Implementation:Microsoft DeepSpeedExamples Main Training Loop SuperOffload
- Implementation:Apache Shardingsphere PushDownMetaDataRefresher SPI
- Implementation:Mage ai Mage ai Custom Spark Configuration
- Implementation:Nightwatchjs Nightwatch Chrome Options Type Definitions
- Implementation:NVIDIA TransformerEngine PyTorch Ext Swizzle
- Implementation:Openai Openai python Response Computer Tool Call Screenshot Param
- Implementation:Avhz RustQuant Risk Reward
- Implementation:Duckdb Duckdb CMake Project Configuration
- Implementation:Volcengine Verl SAPO Training Script
- Implementation:Spotify Luigi FTPTarget
Heuristics
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:CarperAI Trlx Batch Size Tuning
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
- Heuristic:Recommenders team Recommenders Test Timing Budgets
- Heuristic:Vllm project Vllm Attention Backend Selection
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
Environments
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:ClickHouse ClickHouse OpenSSL Runtime
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Farama Foundation Gymnasium Box2D Physics Backend
- Environment:Openai Openai python Voice Helpers
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:TobikoData Sqlmesh BigQuery Connection
- Environment:NVIDIA DALI CMake Build Environment