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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:NVIDIA DALI Custom Operator Development
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:HKUDS AI Trader Multi Agent Comparison
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Iterative Dvc Remote Data Sync
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Mlflow Mlflow LLM Tracing
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Explodinggradients Ragas LLM Benchmarking
Principles
- Principle:Vllm project Vllm Structured Output Engine Initialization
- Principle:Deepset ai Haystack In Memory Document Storage
- Principle:OpenRLHF OpenRLHF Prompt Dataset Construction
- Principle:Mlc ai Mlc llm Engine Lifecycle Management
- Principle:OpenRLHF OpenRLHF DeepSpeed Checkpoint Conversion
- Principle:Obss Sahi COCO FiftyOne Visualization
- Principle:OpenGVLab InternVL LLaVA Multimodal Architecture
- Principle:Ggml org Ggml Transformer Graph Construction
- Principle:Cleanlab Cleanlab Datalab Regression Label Issue Detection
- Principle:ARISE Initiative Robosuite Joint Position Control
Implementations
- Implementation:Triton inference server Server Git LFS Clone
- Implementation:Deepspeedai DeepSpeed CUDA Accelerator
- Implementation:OpenGVLab InternVL Segmentation Transform Pipeline
- Implementation:CARLA simulator Carla RoadElementSet
- Implementation:ARISE Initiative Robosuite Demo Sensor Corruption
- Implementation:Datahub project Datahub EntityClient Get
- Implementation:Apache Airflow Logger Protocol
- Implementation:Hpcaitech ColossalAI CEvalDataset
- Implementation:Getgauge Taiko MouseAction
- Implementation:Mit han lab Llm awq Make quant norm
Heuristics
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Mlfoundations Open flamingo Hungarian MMC4 Image Text Matching
- Heuristic:Webdriverio Webdriverio Stale Element Auto Refetch
- Heuristic:Treeverse LakeFS Batch Delay Tuning
- Heuristic:Bigscience workshop Petals NF4 Quantization Default On CUDA
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Open compass VLMEvalKit WORLD SIZE Unset For Model Building
- Heuristic:Guardrails ai Guardrails Sentence Tokenizer Optimization
- Heuristic:Openai Whisper KV Cache Optimization
- Heuristic:AUTOMATIC1111 Stable diffusion webui Cross Attention Memory Slicing
Environments
- Environment:Norrrrrrr lyn WAInjectBench External Repos Dependencies
- Environment:Ggml org Llama cpp Python Conversion Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Lm sys FastChat API Keys And Credentials
- Environment:Ray project Ray CI Build Matrix Environment
- Environment:Neuml Txtai Optional Extras Dependencies
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Ollama Ollama Go Runtime
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment