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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:PeterL1n BackgroundMattingV2 Realtime webcam matting
- Workflow:Deepset ai Haystack RAG Evaluation Pipeline
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Tensorflow Serving Kubernetes Deployment
- Workflow:Trailofbits Fickling PyTorch Payload Injection
- Workflow:FlagOpen FlagEmbedding Benchmark Evaluation
- Workflow:OpenHands OpenHands SaaS Server Assembly
- Workflow:Truera Trulens LangGraph Agent Evaluation
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Kserve Kserve LLM Inference Serving
Principles
- Principle:Avhz RustQuant Python Integration
- Principle:Microsoft Autogen Component Serialization
- Principle:Microsoft Semantic kernel Event Routing
- Principle:Openai Openai node Audio Translation
- Principle:Langgenius Dify StreamingDataProcessing
- Principle:Datahub project Datahub Emitter Instantiation
- Principle:Huggingface Datatrove Tokenizer Loading
- Principle:Getgauge Taiko Browser Closure
- Principle:Volcengine Verl Parallel Actor Critic Update
- Principle:LaurentMazare Tch rs Token Embedding
Implementations
- Implementation:Haotian liu LLaVA Evaluation Data Download
- Implementation:Kornia Kornia Motion Blur Kernel
- Implementation:Microsoft Onnxruntime CUDA BatchNormGrad
- Implementation:Explodinggradients Ragas MkDocs Configuration
- Implementation:DevExpress Testcafe CreateTestCafe Factory
- Implementation:NVIDIA DALI EfficientNet Common Blocks
- Implementation:NVIDIA NeMo Curator FineWebEduClassifier
- Implementation:Risingwavelabs Risingwave Heap Profiling Page
- Implementation:Predibase Lorax VLM Causal LM
- Implementation:Google deepmind Dm control Soccer Viewer
Heuristics
- Heuristic:DistrictDataLabs Yellowbrick Elbow Knee Detection Sensitivity
- Heuristic:Scikit learn Scikit learn Convergence Warning Handling
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:Mlc ai Web llm Multi Round KV Cache Reuse
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
Environments
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Openai Openai python Voice Helpers
- Environment:Openai Openai node Node 20 Runtime
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:LLMBook zh LLMBook zh github io HuggingFace Transformers Stack
- Environment:Heibaiying BigData Notes Storm 1 2 Environment
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Unslothai Unsloth Llama Cpp