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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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|---|---|---|
| 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:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:NVIDIA TransformerEngine Accelerate HF Gemma With TE
- Workflow:Huggingface Transformers 3D Parallel Distributed Training
- Workflow:Hpcaitech ColossalAI LLaMA Continual Pretraining
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Haotian liu LLaVA Single Image Inference
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Alibaba ROLL Reward Flow Diffusion Pipeline
- Workflow:DistrictDataLabs Yellowbrick Regression Model Evaluation
Principles
- Principle:Microsoft DeepSpeedExamples Classification Evaluation
- Principle:Intel Ipex llm NPU Multimodal Inference
- Principle:Snorkel team Snorkel Probabilistic Label Generation
- Principle:Heibaiying BigData Notes Storm Parallelism Configuration
- Principle:Openai Whisper Full Transcription
- Principle:Tencent Ncnn Model Merging
- Principle:Haifengl Smile DataFrame Inspection
- Principle:DataTalksClub Data engineering zoomcamp Dataset Unification
- Principle:Neuml Txtai Content Indexing
- Principle:Confident ai Deepeval Dataset Export
Implementations
- Implementation:DistrictDataLabs Yellowbrick MissingValuesDispersion
- Implementation:CrewAIInc CrewAI RAG Tool
- Implementation:Langgenius Dify Use Explore
- Implementation:Google deepmind Dm control Viewer Launch For Locomotion
- Implementation:MaterializeInc Materialize Feature Benchmark Framework
- Implementation:ChenghaoMou Text dedup Jaccard Similarity Func
- Implementation:ClickHouse ClickHouse Poco SocketAddress Impl
- Implementation:DistrictDataLabs Yellowbrick TSNEVisualizer
- Implementation:ContextualAI HALOs BradleyTerryTrainer Train
- Implementation:Microsoft Onnxruntime CPU GatherNDGrad
Heuristics
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Sdv dev SDV Version Compatibility
- Heuristic:NVIDIA DALI Batch Size Tuning
- Heuristic:FlowiseAI Flowise Edge Connection Type Matching
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Pytorch Serve Torch Compile Best Practices
- Heuristic:Rapidsai Cuml Quantile Split Differences
- Heuristic:Openai Openai python Warning Deprecated Legacy Response
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Fastai Fastbook Weight Decay Tuning
Environments
- Environment:Mistralai Client python GCP Deployment Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Truera Trulens LangChain LangGraph Environment
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Triton inference server Server Docker Container Build
- Environment:Deepspeedai DeepSpeed XPU Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:Avhz RustQuant Rust Stable