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Total Pages
1,118
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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Browse by Category
| 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:Openai Openai agents python Guardrails Secured Agent
- Workflow:Cleanlab Cleanlab Token Classification Label Quality
- Workflow:Iterative Dvc Experiment Tracking
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Huggingface Diffusers DreamBooth Personalization
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:Datahub project Datahub Java SDK Metadata Emission
Principles
- Principle:Roboflow Rf detr Training Loop Execution
- Principle:Unslothai Unsloth MoE Grouped GEMM
- Principle:Apache Beam Result Collection
- Principle:Huggingface Datatrove Token Counting
- Principle:Diagram of thought Diagram of thought Final Synthesis
- Principle:Microsoft Playwright Execute and Analyze Agent Results
- Principle:AnswerDotAI RAGatouille Hard Negative Mining
- Principle:Datahub project Datahub OpenLineage Conversion
- Principle:FMInference FlexLLMGen Autotuning Configuration Search
- Principle:Heibaiying BigData Notes Flink Kafka Source
Implementations
- Implementation:Sktime Pytorch forecasting QuantileLoss
- Implementation:Teamcapybara Capybara RackTest Node
- Implementation:Online ml River Rules AMRules
- Implementation:Lm sys FastChat Condense Rotary Embedding
- Implementation:Microsoft Onnxruntime Checkpoint Save Load
- Implementation:Predibase Lorax Flash Solar Modeling
- Implementation:Openai Openai node Videos Resource
- Implementation:Vespa engine Vespa Embedder Embed
- Implementation:Microsoft Autogen Studio AppInitializer
- Implementation:Sktime Pytorch forecasting Baseline
Heuristics
- Heuristic:Tensorflow Serving Model Warmup Strategy
- Heuristic:OpenRLHF OpenRLHF vLLM Embedding Resize Warning
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:MarketSquare Robotframework browser Windows Shell NPM Workaround
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
- Heuristic:CrewAIInc CrewAI RAG Search Defaults
- Heuristic:Apache Paimon File Sizing and Split Planning
- Heuristic:Obss Sahi Warning Deprecated Legacy NMS
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Allenai Open instruct NCCL CUMEM Disable
Environments
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Fastai Fastbook Python FastAI Environment
- Environment:Kornia Kornia CUDA GPU Environment
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:LLMBook zh LLMBook zh github io Data Processing Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:FlowiseAI Flowise Queue Mode Environment