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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:Snorkel team Snorkel Multitask Classification
- Workflow:Scikit learn Scikit learn Hyperparameter Tuning
- Workflow:Huggingface Trl GRPO Training
- Workflow:Langgenius Dify Workflow Builder and Execution
- Workflow:Microsoft DeepSpeedExamples SuperOffload Finetuning
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Promptfoo Promptfoo LLM Evaluation
- Workflow:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:Norrrrrrr lyn WAInjectBench Embedding Classifier Training
- Workflow:Tencent Ncnn Post Training Quantization
Principles
- Principle:Tensorflow Tfjs Model Inference
- Principle:VainF Torch Pruning LLM Config Update
- Principle:Roboflow Rf detr Detection Visualization
- Principle:Lm sys FastChat Arena Battle UI
- Principle:Triton inference server Server Build Requirements Planning
- Principle:Googleapis Python genai Content Preparation
- Principle:Scikit learn contrib Imbalanced learn Geometric Mean Evaluation
- Principle:Pyro ppl Pyro Advanced Optimizers
- Principle:Ggml org Llama cpp HashingUtilities
- Principle:Apache Druid Query Execution
Implementations
- Implementation:Microsoft Onnxruntime CPU ActivationsGrad
- Implementation:Treeverse LakeFS SetGCRules
- Implementation:Scikit learn Scikit learn ConfusionMatrixDisplay
- Implementation:Trailofbits Fickling Run Import Hook
- Implementation:AUTOMATIC1111 Stable diffusion webui Upscaler upscale
- Implementation:ARISE Initiative Robosuite OpenCVRenderer
- Implementation:Wandb Weave Git Push Release
- Implementation:Openai Openai python Moderation Create Response
- Implementation:Danijar Dreamerv3 Plot Benchmark Curves
- Implementation:Langfuse Langfuse ObservationForEval
Heuristics
- Heuristic:Protectai Modelscan Exit Code Conventions
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Eric mitchell Direct preference optimization TF32 Matmul Precision
- Heuristic:TA Lib Ta lib python NaN Propagation Behavior
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:Ray project Ray Serve Concurrency And Backpressure
- Heuristic:Allenai Open instruct Pre Init Torch Distributed
- Heuristic:Huggingface Alignment handbook Sequence Packing Strategy
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:CrewAIInc CrewAI Optional Provider Dependencies
- Environment:Microsoft Onnxruntime CUDA GPU Environment
- Environment:Ray project Ray Python Runtime Environment
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Cohere ai Cohere python AWS Integration Dependencies
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Protectai Llm guard ONNX Runtime Acceleration