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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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|---|---|---|
| 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:Avhz RustQuant Yield Curve Construction
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:ChenghaoMou Text dedup MinHash LSH Deduplication
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Astronomer Astronomer cosmos Kubernetes dbt execution
- Workflow:Farama Foundation Gymnasium Agent Evaluation Recording
- Workflow:EvolvingLMMs Lab Lmms eval Custom Model Integration
Principles
- Principle:SeleniumHQ Selenium Git Branching Strategy
- Principle:Onnx Onnx Model Loading
- Principle:Huggingface Datasets CSV Export
- Principle:Mlflow Mlflow Prompt Alias Management
- Principle:Datahub project Datahub UI Access
- Principle:Zai org CogVideo SAT Inference Configuration
- Principle:Mlflow Mlflow Protobuf Code Generation
- Principle:Microsoft Agent framework Agent Specialization
- Principle:Tensorflow Serving Retry With Backoff
- Principle:Openai Evals LangChain Integration
Implementations
- Implementation:Microsoft Playwright WkInterceptableRequest
- Implementation:Neuml Txtai Textractor
- Implementation:Protectai Llm guard Output Bias
- Implementation:Huggingface Diffusers DreamBooth Dataset Class
- Implementation:Google deepmind Dm control Viewer Core
- Implementation:Sail sg LongSpec Bulma Slider
- Implementation:NVIDIA NeMo Curator Trafilatura Extractor
- Implementation:Promptfoo Promptfoo Environment Variables
- Implementation:OpenRLHF OpenRLHF PairWiseLoss
- Implementation:Apache Druid OpenRewrite Migration Recipes
Heuristics
- Heuristic:Interpretml Interpret Memory Budget Heuristic
- Heuristic:LMCache LMCache Prefix Based Retrieval Pattern
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:Ggml org Llama cpp GPU Layer Offloading Verification
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:NVIDIA TransformerEngine Build Optimization Tips
- Heuristic:EvolvingLMMs Lab Lmms eval Bootstrap Iteration Optimization
- Heuristic:Fastai Fastbook Weight Decay Tuning
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:Predibase Lorax Flash Attention Backend Selection
Environments
- Environment:Vllm project Vllm CUDA GPU Runtime
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Scikit learn Scikit learn Python Runtime Environment
- Environment:OWASP Www project top 10 for large language model applications PR Description Generator Runtime
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Nautechsystems Nautilus trader Python Cython Rust Runtime
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Tencent Ncnn Build Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner