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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:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:Confident ai Deepeval End to End LLM Evaluation
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Cleanlab Cleanlab CleanLearning Robust Training
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Iamhankai Forest of Thought CGDM Post Processing
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:OpenGVLab InternVL Multi Stage Pretraining
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
Principles
- Principle:Langchain ai Langgraph Docker Deployment
- Principle:ClickHouse ClickHouse TCP Server Startup
- Principle:Neuml Txtai Content Conversion
- Principle:Ggml org Llama cpp Merged Model Quantization
- Principle:Danijar Dreamerv3 Environment Construction
- Principle:Deepspeedai DeepSpeed DeepSpeed Configuration
- Principle:ClickHouse ClickHouse Server Startup For Testing
- Principle:Apache Kafka Partition Load Scheduling
- Principle:Eventual Inc Daft Iceberg Reading
- Principle:DataTalksClub Data engineering zoomcamp Credentials Configuration
Implementations
- Implementation:Shiyu coder Kronos WebUI App
- Implementation:Huggingface Alignment handbook Get Model
- Implementation:Triton inference server Server L0 Lifecycle Test
- Implementation:Langchain ai Langchain BaseChatOpenAI Create Chat Result
- Implementation:Ollama Ollama Anthropic Trace
- Implementation:Haosulab ManiSkill InsertFlower
- Implementation:Langchain ai Langchain Workflow Dispatch Trigger
- Implementation:Apache Spark Run Tests
- Implementation:Pytorch Serve TsUtils
- Implementation:Mlc ai Mlc llm Radix Tree Header
Heuristics
- Heuristic:Apache Shardingsphere Version Cleanup After Switch
- Heuristic:PacktPublishing LLM Engineers Handbook LoRA Finetuning Parameters
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:Bentoml BentoML Worker Count Strategy
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
- Heuristic:Ollama Ollama Sampling Numerical Stability
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
Environments
- Environment:Intel Ipex llm Build Environment
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:LLMBook zh LLMBook zh github io Bitsandbytes Quantization Environment
- Environment:Langfuse Langfuse Docker Infrastructure
- Environment:Huggingface Open r1 vLLM Server
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Apache Airflow Database Backend Environment
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Unstructured IO Unstructured GitHub Actions