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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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| 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:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Alibaba MNN Model Compression
- Workflow:Apache Beam Local Pipeline Execution
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:AUTOMATIC1111 Stable diffusion webui LoRA network application
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:NVIDIA DALI Custom Operator Development
Principles
- Principle:Eventual Inc Daft Data Aggregation
- Principle:Volcengine Verl Tool Configuration
- Principle:OpenRLHF OpenRLHF Distributed Strategy Configuration
- Principle:Spotify Luigi Database Data Loading
- Principle:Deepset ai Haystack Faithfulness Evaluation
- Principle:Microsoft LoRA HF Trainer LoRA Training
- Principle:Openclaw Openclaw Session Resolution
- Principle:Apache Hudi Write Result Verification
- Principle:Pola rs Polars SQL Data Registration
- Principle:Intel Ipex llm Embedding And Vector Store
Implementations
- Implementation:Ollama Ollama Convert NomicBert
- Implementation:Apache Shardingsphere DatabaseMetaDataManager Manage
- Implementation:Microsoft Playwright HappyEyeballs
- Implementation:Pytorch Serve Spm Dataset
- Implementation:Microsoft Playwright WkPage
- Implementation:Onnx Onnx Gen Proto
- Implementation:Tensorflow Tfjs CPU Dilation2D Kernel
- Implementation:MarketSquare Robotframework browser Crawling Keywords
- Implementation:Astronomer Astronomer cosmos Dbt Project Utils
- Implementation:Apache Shardingsphere StatisticsStorageEngine Store
Heuristics
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Microsoft Onnxruntime Flash Attention Optimization
- Heuristic:CARLA simulator Carla Behavior Agent Profiles
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
- Heuristic:Kornia Kornia Avoid Inplace Ops Compile
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Sdv dev SDV HMA Schema Simplification
- Heuristic:Puppeteer Puppeteer Firefox Single Process Workaround
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
Environments
- Environment:Mlflow Mlflow Python Runtime Environment
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Iterative Dvc Git SCM Environment
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Huggingface Peft BitsAndBytes Quantization
- Environment:Sgl project Sglang Kubernetes
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:BerriAI Litellm Python Runtime
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Apache Spark Python Environment