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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:Iamhankai Forest of Thought Game24 Forest Solving
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Ggml org Llama cpp Embedding Extraction
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Unstructured IO Unstructured Document Partitioning
- Workflow:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Webdriverio Webdriverio Component Testing
Principles
- Principle:Huggingface Trl GRPO Model Loading
- Principle:Protectai Modelscan Scan Configuration
- Principle:Huggingface Datasets TensorFlow Formatting
- Principle:LaurentMazare Tch rs Generated FFI Bindings
- Principle:PrefectHQ Prefect Dbt Project Setup
- Principle:Tencent Ncnn Vulkan GPU Inference
- Principle:Duckdb Duckdb SQL Grammar Generation
- Principle:AUTOMATIC1111 Stable diffusion webui Settings Management
- Principle:Mit han lab Llm awq W8A8 Quantized Linear
- Principle:OpenHands OpenHands Webhook Acknowledgment
Implementations
- Implementation:CrewAIInc CrewAI Apify Actors Tool
- Implementation:Duckdb Duckdb Duckdb Extension Load
- Implementation:Microsoft Agent framework Content To Function Approval Response
- Implementation:Datahub project Datahub MetadataChangeProposalWrapper Builder
- Implementation:CARLA simulator Carla StreamingServer
- Implementation:Cohere ai Cohere python FinetuningClient Create
- Implementation:InternLM Lmdeploy InputProcessor
- Implementation:Microsoft Autogen Studio Chat Input
- Implementation:Ray project Ray MessagePackSerializer Encode
- Implementation:Alibaba ROLL LogitsTransferGroup
Heuristics
- Heuristic:Farama Foundation Gymnasium Sync Vs Async VectorEnv Selection
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:Langgenius Dify Credential Sanitization In API Responses
- Heuristic:Ray project Ray Autoscaling Delay Tuning
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Huggingface Peft DoRA Inference Caching
Environments
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Shiyu coder Kronos HuggingFace Hub Access
- Environment:Bigscience workshop Petals Python Hivemind
- Environment:Diagram of thought Diagram of thought Python Graph Libraries
- Environment:Apache Flink Python PyFlink Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Mlfoundations Open flamingo Evaluation Dependencies
- Environment:Wandb Weave Python SDK Runtime
- Environment:Cohere ai Cohere python AWS Integration Dependencies