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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:Openai Whisper Language Detection And Decoding
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Isaac sim IsaacGymEnvs Factory Assembly Training
- Workflow:Huggingface Datatrove Summary Statistics
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Microsoft Semantic kernel Plugin Integration And Function Calling
- Workflow:Cypress io Cypress E2E Test Execution
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Sail sg LongSpec Long Context Evaluation
Principles
- Principle:Sktime Pytorch forecasting xLSTM Architecture
- Principle:Nautechsystems Nautilus trader Order Creation
- Principle:Langchain ai Langgraph Agent Execution
- Principle:Openclaw Openclaw Docker Image Build
- Principle:ClickHouse ClickHouse Test Result Analysis
- Principle:Langgenius Dify StreamingDataProcessing
- Principle:Cleanlab Cleanlab Dataset Health Analysis
- Principle:Infiniflow Ragflow LLM Configuration
- Principle:Risingwavelabs Risingwave CDC Connector Service
- Principle:Huggingface Trl Reward Argument Configuration
Implementations
- Implementation:Evidentlyai Evidently Group By Metric
- Implementation:MaterializeInc Materialize Optbench SQL Module
- Implementation:Mbzuai oryx Awesome LLM Post training Json Dump Progressive
- Implementation:Mlc ai Mlc llm Router Serve
- Implementation:Treeverse LakeFS Java SDK ExternalApi
- Implementation:Pola rs Polars LazyFrame Expression Chaining
- Implementation:Ollama Ollama Imagegen Tokenizer
- Implementation:Recommenders team Recommenders PySARPlus Cpp
- Implementation:Evidentlyai Evidently Legacy JSON Schema Match Feature
- Implementation:OWASP Www project top 10 for large language model applications SandboxManager Deploy
Heuristics
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:PeterL1n BackgroundMattingV2 Mixed Precision Training
- Heuristic:Mlfoundations Open flamingo FSDP Manual Wrapping For Mixed Parameters
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Run llama Llama index Batch Eval Retry Strategy
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
Environments
- Environment:Volcengine Verl Megatron Core Environment
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Vespa engine Vespa FNET Transport Config
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Volcengine Verl SGLang Rollout Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Datahub project Datahub Docker Quickstart Environment