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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:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:ThreeSR Awesome Inference Time Scaling Automated Paper Addition
- Workflow:Confident ai Deepeval Synthetic Dataset Generation
- Workflow:Wandb Weave SDK Release
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:LLMBook zh LLMBook zh github io Supervised Finetuning
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
- Workflow:Trailofbits Fickling Pickle Safety Analysis
- Workflow:Mit han lab Llm awq AWQ Model Quantization
Principles
- Principle:Volcengine Verl Reward Model Scoring
- Principle:Farama Foundation Gymnasium Tabular Environments
- Principle:Wandb Weave Object Publishing
- Principle:NVIDIA DALI Operator Schema Registration
- Principle:Huggingface Transformers Selective Test Execution
- Principle:Duckdb Duckdb Build Environment Setup
- Principle:Ggml org Ggml Metal GPU Computation
- Principle:Apache Airflow Helm Values Configuration
- Principle:Ggml org Ggml Tensor Context Management
- Principle:Huggingface Trl SFT Argument Configuration
Implementations
- Implementation:Microsoft Agent framework Response Handler Decorator
- Implementation:Duckdb Duckdb Setup Ubuntu Build Env
- Implementation:Datahub project Datahub MetadataWriteCallback Interface
- Implementation:AUTOMATIC1111 Stable diffusion webui System Info
- Implementation:Kornia Kornia Depth Utilities
- Implementation:Spotify Luigi Deps Tool
- Implementation:Alibaba ROLL AgenticConfig
- Implementation:Tensorflow Tfjs ConvLSTM2D Test
- Implementation:Openai Openai node FineTuning Methods
- Implementation:Langchain ai Langgraph InjectedStore For Memory
Heuristics
- Heuristic:Google deepmind Mujoco Mesh Quality For Collision
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:Microsoft Autogen Name Uniqueness Constraints
- Heuristic:Intel Ipex llm DeepSpeed Tensor Parallel Tips
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:FMInference FlexLLMGen Sequence Length Alignment
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Pyro ppl Pyro Numerical Stability Patterns
- Heuristic:Iterative Dvc Shell Execution Pitfalls
Environments
- Environment:DevExpress Testcafe Firefox Marionette
- Environment:Apache Spark Python Environment
- Environment:Spotify Luigi Tornado Web Server
- Environment:Truera Trulens OpenAI Provider Environment
- Environment:Avhz RustQuant Rust Stable
- Environment:Langgenius Dify Python Backend Environment
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Kubeflow Pipelines Python SDK
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Langchain ai Langchain Unit Test Network Isolation