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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:Pola rs Polars Data IO and Format Conversion
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:Openai Openai node Function Calling
- Workflow:Predibase Lorax OpenAI Chat Completion
- Workflow:Facebookresearch Habitat lab Custom Task Extension
- Workflow:Ucbepic Docetl Playground Interactive Development
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:Evidentlyai Evidently Text Data Quality Evaluation
- Workflow:Apache Airflow Scheduler Operation and Task Execution
- Workflow:Microsoft BIPIA White Box Defense Finetuning
Principles
- Principle:Apache Dolphinscheduler Workflow DAG Definition
- Principle:Intel Ipex llm Pipeline Parallel Generation
- Principle:Lance format Lance Index Optimization
- Principle:Ollama Ollama Manifest Resolution
- Principle:Facebookresearch Habitat lab Hierarchical Policy Assembly
- Principle:Interpretml Interpret EBM JSON Serialization
- Principle:Iterative Dvc Pipeline Visualization
- Principle:CrewAIInc CrewAI Built In Tool Selection
- Principle:FMInference FlexLLMGen DeepSpeed Training Engine
- Principle:Dotnet Machinelearning Gradient Boosted Tree Histogram
Implementations
- Implementation:Datajuicer Data juicer TokenNumFilter
- Implementation:Bentoml BentoML GRPC Testing Utils
- Implementation:Cypress io Cypress DetectFramework
- Implementation:Nautechsystems Nautilus trader BacktestEngine Run
- Implementation:OpenHands OpenHands DeviceCodeStore
- Implementation:ARISE Initiative Robosuite HingedBox
- Implementation:ARISE Initiative Robosuite TransportGroup
- Implementation:Mage ai Mage ai Docs Site Configuration
- Implementation:Langgenius Dify Dify Env Sync
- Implementation:Lm sys FastChat Gen Judgment
Heuristics
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Bitsandbytes foundation Bitsandbytes Outlier Threshold Detection
- Heuristic:Fede1024 Rust rdkafka Librdkafka Debug Logging
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Mlc ai Web llm Tokenizer JSON Preference
- Heuristic:Apache Kafka Coordinator Loading Commit Interval
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Microsoft DeepSpeedExamples LoRA Learning Rate Scaling
Environments
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Mistralai Client python Realtime Transcription Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Mlc ai Web llm Node Build Toolchain
- Environment:Onnx Onnx Cpp Build Environment
- Environment:Apache Flink Hadoop Compatibility Environment
- Environment:SeleniumHQ Selenium Contributor Development Environment
- Environment:Dotnet Machinelearning Native Build Toolchain
- Environment:NVIDIA NeMo Aligner TensorRT LLM Acceleration Environment
- Environment:Intel Ipex llm RAG LangChain Environment