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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:Kubeflow Pipelines XGBoost Training Pipeline
- Workflow:Alibaba MNN Stable Diffusion Deployment
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Farama Foundation Gymnasium RL Agent Training Loop
- Workflow:Microsoft Autogen Studio Team Deployment
- Workflow:Webdriverio Webdriverio Custom Plugin Development
- Workflow:Diagram of thought Diagram of thought DoT Prompt Customization
- Workflow:Interpretml Interpret EBM Model Merging
- Workflow:Apache Beam Dataflow Streaming Execution
- Workflow:Microsoft Autogen Tool Augmented Agent
Principles
- Principle:Neuml Txtai Multi Vector Encoding
- Principle:Ggml org Llama cpp Embedding Computation
- Principle:Norrrrrrr lyn WAInjectBench Per File Text Detection
- Principle:Scikit learn Scikit learn Clustering
- Principle:NVIDIA DALI GPU Image Decoding
- Principle:LaurentMazare Tch rs Tensor Format Conversion
- Principle:OWASP Www project top 10 for large language model applications Manual Adversarial Testing
- Principle:Huggingface Datatrove FastText Classification Filtering
- Principle:NVIDIA NeMo Aligner DRaFT Plus Image Alignment
- Principle:Fede1024 Rust rdkafka Blocking Task Dispatch
Implementations
- Implementation:Infiniflow Ragflow Health Check System
- Implementation:Scikit learn Scikit learn FetchSpeciesDistributions
- Implementation:Microsoft DeepSpeedExamples Local Stable Diffusion Pipeline
- Implementation:Tensorflow Serving Tflite Interpreter Pool
- Implementation:Apache Flink RecordEvaluator
- Implementation:Groq Groq python Embeddings Create
- Implementation:ArroyoSystems Arroyo Create Pipeline Int
- Implementation:Scikit learn Scikit learn IsolationForest
- Implementation:BerriAI Litellm Get Llm Provider
- Implementation:FMInference FlexLLMGen DeepSpeed Comm
Heuristics
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Openclaw Openclaw Plugin Dependency Gotchas
- Heuristic:VainF Torch Pruning Channel Rounding Alignment
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Lucidrains X transformers Numerical Stability Techniques
- Heuristic:EvolvingLMMs Lab Lmms eval Truncated Image Handling
- Heuristic:Microsoft Playwright Test Stability Practices
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Isaac sim IsaacGymEnvs JIT Profiling Optimization
- Heuristic:Triton inference server Server Model Instance Scaling
Environments
- Environment:Mlflow Mlflow GPU System Metrics Environment
- Environment:VainF Torch Pruning PyTorch Python Core
- Environment:Shiyu coder Kronos Qlib Data Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:DevExpress Testcafe Node Runtime
- Environment:Microsoft Onnxruntime CPU Training Environment
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:CARLA simulator Carla Build From Source Requirements
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention