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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:Dagster io Dagster ML Pipeline
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:ChenghaoMou Text dedup Bloom Filter Deduplication
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Openai Openai python Chat Completion
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Tencent Ncnn PyTorch Model Conversion and Inference
- Workflow:Axolotl ai cloud Axolotl QLoRA SFT Finetuning
- Workflow:Huggingface Trl Supervised Finetuning
Principles
- Principle:Microsoft Semantic kernel Python SDK Package Configuration
- Principle:ARISE Initiative Robosuite Sensor Corruption Modeling
- Principle:Sdv dev SDV Inequality Constraint
- Principle:Huggingface Open r1 Model and Tokenizer Loading
- Principle:OpenGVLab InternVL SentencePiece BPE Tokenization
- Principle:Risingwavelabs Risingwave CI Integration Testing
- Principle:Vibrantlabsai Ragas LLM Configuration
- Principle:Farama Foundation Gymnasium Asynchronous Vector Execution
- Principle:Tensorflow Tfjs Model Training
- Principle:Sgl project Sglang OpenAI Client Configuration
Implementations
- Implementation:MaterializeInc Materialize Pipeline Template Step
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Checkpoint
- Implementation:Online ml River Stats EWVar
- Implementation:Langchain ai Langchain Chroma Similarity Search
- Implementation:Puppeteer Puppeteer DetectBrowserPlatform
- Implementation:Intel Ipex llm Model Generate PP
- Implementation:Eventual Inc Daft Daft Sql
- Implementation:Langgenius Dify Use Log
- Implementation:OpenGVLab InternVL POPE Benchmark Evaluation
- Implementation:Marker Inc Korea AutoRAG Evaluator Init
Heuristics
- Heuristic:Huggingface Trl Disable Dropout For RL Training
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Microsoft DeepSpeedExamples SuperOffload NUMA Binding
- Heuristic:ClickHouse ClickHouse Debug Build Tips
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Gretelai Gretel synthetics GPU Memory Allow Growth
- Heuristic:Apache Spark Warning Deprecated DStream Streaming
Environments
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Snorkel team Snorkel SpaCy NLP
- Environment:CARLA simulator Carla Python API Runtime
- Environment:LLMBook zh LLMBook zh github io PyTorch CUDA GPU Environment
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Sgl project Sglang Python Dependencies
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Sgl project Sglang CPU
- Environment:Obss Sahi Python Image Processing