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Total Pages
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:BerriAI Litellm Router Load Balancing
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Tensorflow Serving Model Export And Serving
- Workflow:Tensorflow Serving Model Version Management
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Astronomer Astronomer cosmos Local dbt DAG rendering
- Workflow:Unstructured IO Unstructured Performance Profiling
- Workflow:Vibrantlabsai Ragas RAG Evaluation
Principles
- Principle:Huggingface Datatrove Exact Substring Deduplication
- Principle:Microsoft Autogen Playground Testing
- Principle:Huggingface Datasets Image Feature Handling
- Principle:Ggml org Llama cpp Batch Processing System
- Principle:Webdriverio Webdriverio Cucumber Execution
- Principle:DistrictDataLabs Yellowbrick Grid Search Visualization
- Principle:Microsoft Playwright Configure Trace Collection
- Principle:Openai CLIP Zero Shot Classifier Construction
- Principle:ClickHouse ClickHouse Stateless Test Execution
- Principle:Huggingface Datasets Nifti Feature Handling
Implementations
- Implementation:BerriAI Litellm MLflow Logger
- Implementation:AnswerDotAI RAGatouille ColBERTConfig Training
- Implementation:Open compass VLMEvalKit MVBench
- Implementation:Bentoml BentoML HuggingFaceModel Descriptor
- Implementation:Google deepmind Mujoco Glad Loader
- Implementation:Obss Sahi Pyproject Configuration
- Implementation:Open compass VLMEvalKit ChartMimic Legend Evaluator
- Implementation:FlowiseAI Flowise OnAgentflowNodeStatusUpdate
- Implementation:Avhz RustQuant Uniform Distribution
- Implementation:Avhz RustQuant FractionalProcess
Heuristics
- Heuristic:NVIDIA NeMo Curator GPU Memory Resource Allocation
- Heuristic:TobikoData Sqlmesh Snapshot TTL Defaults
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Zai org CogVideo BF16 FP16 Precision Selection
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Speechbrain Speechbrain Data Augmentation Defaults
- Heuristic:Apache Hudi Compaction Scheduling Safety
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Tencent Ncnn Lightmode Memory Optimization
Environments
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Ollama Ollama CGo Runtime
- Environment:Apache Druid Druid Operator Kubernetes
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Astronomer Astronomer cosmos Kubernetes Provider
- Environment:Spotify Luigi Tornado Web Server
- Environment:Sgl project Sglang CPU Runtime
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:ChenghaoMou Text dedup Suffix Array External Tools