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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:Microsoft Playwright Network mocking and interception
- Workflow:Eric mitchell Direct preference optimization SFT Training
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:OWASP Www project top 10 for large language model applications Agentic Security Assessment
- Workflow:Sdv dev SDV Sequential data synthesis
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
Principles
- Principle:LMCache LMCache Disaggregated Proxy Routing
- Principle:Ggml org Llama cpp Model Conversion
- Principle:PacktPublishing LLM Engineers Handbook Chunking And Embedding
- Principle:Apache Spark Cluster Lifecycle Shutdown
- Principle:Ray project Ray CI Pipeline Configuration
- Principle:Treeverse LakeFS S3 Commit Management
- Principle:Cypress io Cypress CI Binary Installation
- Principle:OpenGVLab InternVL Optimizer Construction
- Principle:CARLA simulator Carla Sensor Lifecycle Management
- Principle:Bigscience workshop Petals Speculative Decoding
Implementations
- Implementation:Ucbepic Docetl UseRestorePipeline
- Implementation:Cleanlab Cleanlab Estimate CV Predicted Probabilities
- Implementation:Ollama Ollama XTools Registry
- Implementation:OpenGVLab InternVL InternLM2Config
- Implementation:Avhz RustQuant Uniform Distribution
- Implementation:Googleapis Python genai Models Edit Image
- Implementation:Kubeflow Pipelines Get Proxy URL
- Implementation:Microsoft Agent framework Pyproject Workspace Configuration
- Implementation:Alibaba MNN SourceModule
- Implementation:Apache Flink Mapred HadoopOutputFormat
Heuristics
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:Sktime Pytorch forecasting Early Stopping Patience
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
Environments
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA
- Environment:Togethercomputer Together python Python SDK Runtime
- Environment:ArroyoSystems Arroyo Webui Runtime
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Googleapis Python genai Gemini API Key Authentication
- Environment:Sgl project Sglang Triton
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Iterative Dvc DVC Environment Variables