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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:Huggingface Optimum GPTQ Quantization
- Workflow:Tensorflow Tfjs Sequential Model Training
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Kserve Kserve Multi Model Serving
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Volcengine Verl Data Preprocessing For RL
Principles
- Principle:ClickHouse ClickHouse Installation
- Principle:TobikoData Sqlmesh CICD Bot Configuration
- Principle:Marker Inc Korea AutoRAG Document Parsing
- Principle:Haotian liu LLaVA LoRA Configuration
- Principle:Lakeraai Pint benchmark HF Model Wrapping
- Principle:Deepset ai Haystack Semantic Answer Similarity Evaluation
- Principle:Huggingface Datasets Data Verification
- Principle:AUTOMATIC1111 Stable diffusion webui Image output saving
- Principle:Helicone Helicone Payment Processing
- Principle:Deepset ai Haystack Retrieval MAP Evaluation
Implementations
- Implementation:Farama Foundation Gymnasium InvertedDoublePendulumEnv V4
- Implementation:Openai Evals SolverToolsConvo Runner
- Implementation:Ucbepic Docetl Pip Install Docetl
- Implementation:Run llama Llama index LLMQuestionGenerator
- Implementation:Apache Hudi CompactionUtil ScheduleCompaction
- Implementation:DataExpert io Data engineer handbook Do player scd transformation
- Implementation:Intel Ipex llm LlamaIndex RAG
- Implementation:OpenRLHF OpenRLHF Interactive Chat
- Implementation:Tensorflow Serving dynamic source router h
- Implementation:FlowiseAI Flowise Register
Heuristics
- Heuristic:Microsoft Semantic kernel Experimental Feature Opt In
- Heuristic:Spotify Luigi Batch Parameter Aggregation
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Astronomer Astronomer cosmos Deprecation Migration Paths
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:OpenGVLab InternVL Dynamic Resolution Tiling
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:Mistralai Client python Tool Docstring Requirement
Environments
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:HKUDS AI Trader API Credentials
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:Arize ai Phoenix Phoenix Server Runtime
- Environment:Vllm project Vllm Python
- Environment:Openai Evals OpenAI API Configuration
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Farama Foundation Gymnasium Box2D Physics Backend