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1,118
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:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Groq Groq python Text To Speech
- Workflow:Roboflow Rf detr Roboflow Deployment
- Workflow:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Bitsandbytes foundation Bitsandbytes 8bit Optimizer Training
- Workflow:Hiyouga LLaMA Factory DPO Preference Alignment
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Recommenders team Recommenders Algorithm Benchmarking
Principles
- Principle:Iterative Dvc Vega Lite Conversion
- Principle:Hpcaitech ColossalAI Ray Cluster Initialization
- Principle:Predibase Lorax Inference Result Evaluation
- Principle:MaterializeInc Materialize Container Registry Publishing
- Principle:OpenHands OpenHands User Migration
- Principle:Run llama Llama index Tool Definition
- Principle:Snorkel team Snorkel Multitask Classifier Construction
- Principle:Open compass VLMEvalKit Image Encoding For TSV
- Principle:Langgenius Dify Node Graph Composition
- Principle:AUTOMATIC1111 Stable diffusion webui Noise addition and guided denoising
Implementations
- Implementation:OpenRLHF OpenRLHF Math reward func
- Implementation:Kornia Kornia Welsch Loss
- Implementation:Volcengine Verl RayPPOTrainer Validate Save
- Implementation:Pyro ppl Pyro Predictive MCMC
- Implementation:Facebookresearch Audiocraft MultiBandDiffusion
- Implementation:Kubeflow Kubeflow WG Tracking Issues
- Implementation:Infiniflow Ragflow Settings Init Settings
- Implementation:Pyro ppl Pyro Rings
- Implementation:Spotify Luigi SparkSubmitTask Execution
- Implementation:Sgl project Sglang CPU MoE INT8
Heuristics
- Heuristic:Alibaba MNN LLM Runtime Tuning
- Heuristic:Shiyu coder Kronos Learning Rate And Optimizer Tuning
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:Norrrrrrr lyn WAInjectBench Zero Vector Fallback Failed Embeddings
- Heuristic:Microsoft Semantic kernel Telemetry Log Level Configuration
- Heuristic:Spotify Luigi PySpark Task Serialization
- Heuristic:Allenai Open instruct Warning Archived Dev Scripts
- Heuristic:Roboflow Rf detr Layer Wise LR Decay
Environments
- Environment:CarperAI Trlx Python Accelerate
- Environment:Apache Hudi Java Maven Build Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Pytorch Serve Python PyTorch Runtime
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Norrrrrrr lyn WAInjectBench Conda Python 39 CUDA Environment
- Environment:Allenai Open instruct Beaker Cluster