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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:Mlc ai Web llm Text Embeddings And RAG
- Workflow:TA Lib Ta lib python Streaming Indicator Computation
- Workflow:Google deepmind Mujoco GPU batched simulation MJX
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Langgenius Dify Docker Deployment
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:Huggingface Open r1 Dataset Pass Rate Filtering
Principles
- Principle:Elevenlabs Elevenlabs python Text Chunking
- Principle:Liu00222 Open Prompt Injection Evaluation Pipeline
- Principle:Huggingface Datasets Spark Dataset Building
- Principle:Ollama Ollama GGUF Model Conversion Mistral
- Principle:ContextualAI HALOs Iterative Alignment Loop
- Principle:Iamhankai Forest of Thought Tree of Thought Search
- Principle:Deepseek ai Janus Image Post Processing Flow
- Principle:ChenghaoMou Text dedup Dataset Loading
- Principle:Online ml River Baseline Drift Detection
- Principle:Spotify Luigi Time Range Scheduling
Implementations
- Implementation:Lance format Lance LanceNamespaceTrait
- Implementation:Alibaba ROLL WanTrainingModule Forward
- Implementation:Triton inference server Server SharedMemoryManager
- Implementation:Apache Airflow Root Pyproject
- Implementation:Ray project Ray Deploy Jars
- Implementation:Pyro ppl Pyro Gaussian
- Implementation:Langgenius Dify FetchMarketplaceCollections
- Implementation:Open compass VLMEvalKit CCOCR Doc Parsing Evaluator
- Implementation:CrewAIInc CrewAI Agent Constructor
- Implementation:ARISE Initiative Robosuite ToolHang Environment
Heuristics
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Huggingface Datasets Batch Size Optimization
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Langchain ai Langgraph Checkpointer Selection Guide
- Heuristic:AUTOMATIC1111 Stable diffusion webui UNet Performance Patches
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:ClickHouse ClickHouse Test Writing Conventions
Environments
- Environment:Huggingface Alignment handbook PyTorch CUDA
- Environment:Onnx Onnx Python Runtime Environment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:MarketSquare Robotframework browser Node Runtime
- Environment:Iterative Dvc Python Runtime
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Hiyouga LLaMA Factory Quantization Dependencies
- Environment:Duckdb Duckdb Code Generation Tools
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Apache Kafka Docker Build Environment