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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:Groq Groq python Audio Transcription
- Workflow:Haosulab ManiSkill RL Training with PPO
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Confident ai Deepeval Component Level LLM Evaluation
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:FlowiseAI Flowise Agentflow V2 Creation
- Workflow:Run llama Llama index RAG Query Pipeline
Principles
- Principle:Pytorch Serve Inference Handler Development
- Principle:Scikit learn Scikit learn Cross Decomposition
- Principle:Openai Openai agents python Shared Context
- Principle:Fede1024 Rust rdkafka Cluster Administration
- Principle:DataTalksClub Data engineering zoomcamp Kafka Producer Pattern
- Principle:Langchain ai Langgraph Interrupt Graph Compilation
- Principle:CARLA simulator Carla Content Asset Management
- Principle:Protectai Llm guard Regex Pattern Matching
- Principle:Zai org CogVideo Caption Generation
- Principle:DistrictDataLabs Yellowbrick Visualizer API Pattern
Implementations
- Implementation:Mage ai Mage ai Write State
- Implementation:Open compass VLMEvalKit TaichuVLWrapper
- Implementation:Kubeflow Pipelines Recursive Training Loop Pattern
- Implementation:Puppeteer Puppeteer HTTPResponse
- Implementation:Apache Spark Start Workers
- Implementation:OWASP Www project top 10 for large language model applications ExploitTracker Analyze
- Implementation:Groq Groq python SDK Utils Module
- Implementation:Mlc ai Mlc llm Auto Config
- Implementation:Deepseek ai Janus CFG Input Preparation Flow
- Implementation:Explodinggradients Ragas Experiment Comparison Pattern
Heuristics
- Heuristic:Predibase Lorax LoRA Kernel Selection By Rank
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:Mbzuai oryx Awesome LLM Post training API Rate Limit Retry Strategy
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:VainF Torch Pruning Over Pruning Prevention
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Microsoft LoRA LoRA Init Strategy
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
Environments
- Environment:Ray project Ray Java Build Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Huggingface Datatrove S3 Storage Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Obss Sahi Python Detection Frameworks
- Environment:Huggingface Datasets PyTorch Integration
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Bentoml BentoML NVIDIA GPU Resource
- Environment:Datahub project Datahub Java Build