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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:SeleniumHQ Selenium Selenium Grid Deployment
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Helicone Helicone LLM Request Proxy Logging
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Vespa engine Vespa Config subscription lifecycle
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Cleanlab Cleanlab Object Detection Label Quality
Principles
- Principle:Huggingface Alignment handbook Direct Preference Optimization
- Principle:Confident ai Deepeval Evaluation Dataset Preparation
- Principle:Unstructured IO Unstructured Element Serialization
- Principle:Vespa engine Vespa Configuration Application
- Principle:Tensorflow Tfjs Task Head Construction
- Principle:Scikit learn Scikit learn Online Learning
- Principle:Langchain ai Langgraph Tool Definition
- Principle:OpenHands OpenHands Action Server Startup
- Principle:DistrictDataLabs Yellowbrick Estimator Wrapping
- Principle:EvolvingLMMs Lab Lmms eval Client Integration
Implementations
- Implementation:Zai org CogVideo LatentLPIPS
- Implementation:Kserve Kserve LocalModel Manager Deployment
- Implementation:Google deepmind Mujoco MJX Render Util
- Implementation:Iterative Dvc Repo Status
- Implementation:OpenRLHF OpenRLHF Iterative dpo processor
- Implementation:Apache Shardingsphere ShadowAlgorithm SPI
- Implementation:Pytorch Serve LLM Launcher Main
- Implementation:Open compass VLMEvalKit MIABench
- Implementation:Deepspeedai DeepSpeed XPU Adagrad
- Implementation:Marker Inc Korea AutoRAG Runner From Yaml
Heuristics
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Neuml Txtai Batch Size And Sorting Tip
- Heuristic:Alibaba MNN Weight Quantization Strategy
- Heuristic:Pola rs Polars GPU Aggregation Join Speedup
- Heuristic:Confident ai Deepeval Timeout and Retry Tuning
- Heuristic:Marker Inc Korea AutoRAG Batch Size Tuning
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
Environments
- Environment:Microsoft Autogen Python Runtime Environment
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:Spotify Luigi Apache Spark
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:Evidentlyai Evidently Grafana Monitoring Environment
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:PrefectHQ Prefect Python Runtime Environment