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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 Semantic kernel Agent Conversation And Orchestration
- Workflow:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Microsoft Onnxruntime On Device Training
- Workflow:Hpcaitech ColossalAI RAG Application
- Workflow:Togethercomputer Together python Chat Completion
- Workflow:Marker Inc Korea AutoRAG RAG Pipeline Optimization
- Workflow:Risingwavelabs Risingwave Sink Connector Pipeline
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:ContextualAI HALOs Reward Model Training
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
Principles
- Principle:Ollama Ollama Structured Output
- Principle:Mlflow Mlflow Tracking Environment Configuration
- Principle:Openai Openai python Chat Message Construction
- Principle:Langgenius Dify Internationalization
- Principle:OpenGVLab InternVL Streamlit Chat Interface
- Principle:Hiyouga LLaMA Factory Rotary Position Embedding
- Principle:Open compass VLMEvalKit Environment Setup
- Principle:Langgenius Dify Security
- Principle:Isaac sim IsaacGymEnvs Environment Creation
- Principle:Turboderp org Exllamav2 Benchmark Evaluation
Implementations
- Implementation:Mistralai Client python FineTuningJobs Start Cancel
- Implementation:Arize ai Phoenix Evals Tracing
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Save For TP
- Implementation:AUTOMATIC1111 Stable diffusion webui User Metadata Editor
- Implementation:Isaac sim IsaacGymEnvs PBT Process Backend
- Implementation:Rapidsai Cuml Seasonality Test
- Implementation:Deepset ai Haystack FileTypeRouter
- Implementation:Infiniflow Ragflow ChunkCard Component
- Implementation:Isaac sim IsaacGymEnvs DR Utils Random Samples
- Implementation:Google deepmind Mujoco Platform Renderer
Heuristics
- Heuristic:Norrrrrrr lyn WAInjectBench LoRA Rank Alpha Selection
- Heuristic:Scikit learn Scikit learn Feature Scaling Numerical Stability
- Heuristic:Openai Evals Model Graded Eval Design
- Heuristic:Scikit learn contrib Imbalanced learn Sampling Strategy Selection
- Heuristic:Langgenius Dify Extension Initialization Order
- Heuristic:Iterative Dvc Path Performance Optimization
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Guardrails ai Guardrails Guard History Memory Management
- Heuristic:Microsoft Semantic kernel Function Choice Behavior Selection
- Heuristic:Huggingface Datasets Parquet Shard Sizing
Environments
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements
- Environment:Kserve Kserve Cert Manager
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Getgauge Taiko Docker Container
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Bentoml BentoML Python Runtime
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Vllm project Vllm Python