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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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|---|---|---|
| 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:Openai Whisper Word Level Timestamps
- Workflow:Togethercomputer Together python Embeddings And Reranking
- Workflow:ClickHouse ClickHouse Packaging For Distribution
- Workflow:Pola rs Polars DataFrame Aggregation and Grouping
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Apache Shardingsphere Cluster Mode Initialization
- Workflow:Volcengine Verl PPO Training With Reward Model
- Workflow:Roboflow Rf detr ONNX Export
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
Principles
- Principle:Avhz RustQuant Mathematical Sequences
- Principle:Apache Kafka Connect Distributed Invocation
- Principle:Allenai Open instruct Model Publishing
- Principle:Mbzuai oryx Awesome LLM Post training Publication Count Querying
- Principle:Testtimescaling Testtimescaling github io Course Branch Bootstrapping
- Principle:NVIDIA TransformerEngine Fused LayerNorm MLP
- Principle:Langchain ai Langgraph Deprecation Management
- Principle:PacktPublishing LLM Engineers Handbook Application Configuration Management
- Principle:Junyanz Pytorch CycleGAN and pix2pix Image Saving
- Principle:Pola rs Polars DataFrame Output Conversion
Implementations
- Implementation:InternLM Lmdeploy DLPack
- Implementation:Open compass VLMEvalKit MMNIAH Utils
- Implementation:Elevenlabs Elevenlabs python ProjectExternalAudioResponseModel
- Implementation:Nightwatchjs Nightwatch Cucumber Step Definitions
- Implementation:Apache Shardingsphere RuleItemConfigurationChangedProcessor SPI
- Implementation:Rapidsai Cuml Manifold Common
- Implementation:Hpcaitech ColossalAI SafetyBenchENDataset
- Implementation:Mlflow Mlflow Models Serve CLI
- Implementation:Microsoft Agent framework AgentExecutor Init
- Implementation:MaterializeInc Materialize Helm Chart Version Bump
Heuristics
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Protectai Modelscan Graceful Scanner Degradation
- Heuristic:FlowiseAI Flowise Document Loader Bypass Optimization
- Heuristic:Explodinggradients Ragas LLM Temperature Defaults
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Apache Paimon Compression Tuning
Environments
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Nautechsystems Nautilus trader Binance API Credentials
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Diagram of thought Diagram of thought LLM API
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Iterative Dvc DVC Environment Variables
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Cypress io Cypress Linux Display Server
- Environment:Apache Dolphinscheduler Java Runtime