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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:Ray project Ray Actor Lifecycle Management
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:Microsoft Autogen Multi Agent Conversation
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Fede1024 Rust rdkafka Transactional Produce Consume
- Workflow:PacktPublishing LLM Engineers Handbook RAG Inference
- Workflow:Puppeteer Puppeteer Web Scraping And Interaction
- Workflow:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:Haifengl Smile Nearest Neighbor Search
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
Principles
- Principle:Facebookresearch Audiocraft Compression Model Export
- Principle:Huggingface Datasets Archive Extraction
- Principle:Volcengine Verl Package Initialization
- Principle:Isaac sim IsaacGymEnvs Factory Configuration
- Principle:Tensorflow Tfjs Pretrained Weight Loading
- Principle:Princeton nlp SimPO Reward Model Annotation
- Principle:Scikit learn contrib Imbalanced learn Benchmark Dataset Loading
- Principle:FMInference FlexLLMGen Model Configuration Resolution
- Principle:Spotify Luigi File System Abstraction
- Principle:Teamcapybara Capybara Path Assertion
Implementations
- Implementation:Deepseek ai Janus CFG Input Preparation Flow
- Implementation:DistrictDataLabs Yellowbrick ClassificationReport Visualizer
- Implementation:CrewAIInc CrewAI Directory Read Tool
- Implementation:Sgl project Sglang Engine Init
- Implementation:LMCache LMCache Bloom Filter
- Implementation:Guardrails ai Guardrails Text2Sql
- Implementation:EvolvingLMMs Lab Lmms eval STARE Spatial Reasoning Utils
- Implementation:Apache Paimon TableRead To Ray Lance
- Implementation:FlowiseAI Flowise UpdateChatflow Public
- Implementation:Intel Ipex llm Deepspeed AutoTP FastAPI Serving
Heuristics
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:ThreeSR Awesome Inference Time Scaling Empty Venue Default Tip
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Hiyouga LLaMA Factory Quantized Training Best Practices
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
Environments
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:OWASP Www project top 10 for large language model applications Pre Commit Hooks Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Protectai Llm guard API Server Deployment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Duckdb Duckdb Extension Distribution Env
- Environment:Helicone Helicone Wrangler CLI
- Environment:Apache Kafka JVM Runtime Environment
- Environment:Heibaiying BigData Notes HBase Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime