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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:Apache Hudi Flink MOR Compaction
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Dotnet Machinelearning AutoML Experiment
- Workflow:Alibaba MNN Model Compression
- Workflow:Neuml Txtai Agent Execution
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:Microsoft Playwright End to end test authoring
Principles
- Principle:Mlflow Mlflow Prompt Registration
- Principle:Recommenders team Recommenders ALS Recommendation Generation
- Principle:Ggml org Llama cpp RecurrentMemory
- Principle:EvolvingLMMs Lab Lmms eval Task Directory Structure
- Principle:Google deepmind Mujoco Vectorized Simulation
- Principle:Turboderp org Exllamav2 Image Embedding Extraction
- Principle:Scikit learn Scikit learn Regression Metrics
- Principle:Openai Evals Result Recording
- Principle:Isaac sim IsaacGymEnvs Player Initialization
- Principle:Zai org CogVideo Video Export
Implementations
- Implementation:Apache Hudi StreamerUtil ValidateWriteStatus
- Implementation:Langgenius Dify Service Annotation
- Implementation:Tensorflow Serving Json Tensor Test
- Implementation:Apache Flink BatchCreator CreateNextBatch
- Implementation:Nightwatchjs Nightwatch Element Global API
- Implementation:Tensorflow Serving Saved Model Half Plus Two
- Implementation:Microsoft Playwright PageAgentDispatcher
- Implementation:Tensorflow Tfjs Embedding Layer
- Implementation:Marker Inc Korea AutoRAG Runner Init
- Implementation:Ucbepic Docetl Directive ChangeModelAcc
Heuristics
- Heuristic:Mit han lab Llm awq GPU Memory Management Patterns
- Heuristic:ThreeSR Awesome Inference Time Scaling Date Parsing Fallback Tip
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Allenai Open instruct Gradient Clipping Norm
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Vllm project Vllm KV Cache Block Size Selection
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:ChenghaoMou Text dedup Bloom Filter Single Process
- Heuristic:Spcl Graph of thoughts GoT Decompose Sort Merge Strategy
- Heuristic:Huggingface Alignment handbook EOS Token Alignment
Environments
- Environment:Truera Trulens Streamlit Dashboard Environment
- Environment:Testtimescaling Testtimescaling github io Semantic Scholar API
- Environment:Sdv dev SDV Python Runtime
- Environment:Datahub project Datahub Python Ingestion
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Run llama Llama index Python LlamaIndex Core
- Environment:ThreeSR Awesome Inference Time Scaling Semantic Scholar API Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Vllm project Vllm Environment Variables
- Environment:Arize ai Phoenix Python Runtime