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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:ContextualAI HALOs Online Iterative Alignment
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Openclaw Openclaw Multi Agent Routing
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:AnswerDotAI RAGatouille ColBERT Training
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Apache Paimon Blob Storage With Descriptors
Principles
- Principle:Triton inference server Server Performance Analysis
- Principle:ChenghaoMou Text dedup Bloom Filter Deduplication
- Principle:Interpretml Interpret Linear Model Explanation
- Principle:Microsoft Playwright Execute and Analyze Agent Results
- Principle:Openai Whisper Sliding Window Decoding
- Principle:Sdv dev SDV Sequential Data Sampling
- Principle:Pyro ppl Pyro Rational Speech Acts
- Principle:Apache Kafka Release Tag And Vote
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:Huggingface Datasets Parquet Import
Implementations
- Implementation:LaurentMazare Tch rs Imagenet Load From Dir
- Implementation:Ggml org Llama cpp Server Main
- Implementation:NVIDIA NeMo Curator ArXiv Iterator
- Implementation:Alibaba MNN Express Utils
- Implementation:OpenHands OpenHands JiraDcIntegrationStore
- Implementation:Mlc ai Mlc llm EngineConfig
- Implementation:Haosulab ManiSkill PickCube
- Implementation:Hpcaitech ColossalAI DetachedReplayBuffer
- Implementation:Onnx Onnx Replace Constants
- Implementation:Open compass VLMEvalKit MMHelix Tapa Eval
Heuristics
- Heuristic:Openai Whisper Compression Ratio Threshold
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:Iamhankai Forest of Thought Input Length Overflow Recovery
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Ggml org Llama cpp Batch Size BLAS Minimum
- Heuristic:SqueezeAILab ETS Softmax Temperature Tuning
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:ClickHouse ClickHouse ThinLTO Build Tradeoffs
- Heuristic:Tencent Ncnn Thread Count Tuning
Environments
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Cypress io Cypress Linux Display Server
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix DDP Multi GPU
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Facebookresearch Habitat lab CUDA GPU Training Environment
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:Huggingface Alignment handbook Python TRL
- Environment:Vllm project Vllm ROCm