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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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Browse by Category
| 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:Promptfoo Promptfoo LLM Evaluation
- Workflow:Pytorch Serve Large Model Inference
- Workflow:Langchain ai Langchain Adding Partner Integration
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Vibrantlabsai Ragas Experiment Driven Development
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:InternLM Lmdeploy VLM Inference Pipeline
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
Principles
- Principle:Microsoft Agent framework YAML Agent Loading
- Principle:ThreeSR Awesome Inference Time Scaling Entry Format Verification
- Principle:AUTOMATIC1111 Stable diffusion webui Environment Reproducibility
- Principle:Ollama Ollama KVCache Causal Attention
- Principle:Haotian liu LLaVA Weight Delta Application
- Principle:Bentoml BentoML HTTP Client Testing
- Principle:Deepspeedai DeepSpeed Inference Model Loading
- Principle:Langgenius Dify Model Provider Management
- Principle:Huggingface Datatrove Japanese Word Tokenization
- Principle:Apache Dolphinscheduler Node Failure Detection
Implementations
- Implementation:OpenHands OpenHands LinearView
- Implementation:Deepspeedai DeepSpeed SIMD Abstraction
- Implementation:NVIDIA DALI URI Parser
- Implementation:Alibaba MNN RapidJSON Encodings
- Implementation:Triton inference server Server L0 Backend Config Test
- Implementation:Eventual Inc Daft AI Prompt
- Implementation:Apache Airflow DagBag Loader
- Implementation:Datahub project Datahub TagVisitor
- Implementation:Tensorflow Serving Util Test
- Implementation:Volcengine Verl VLM Model Config
Heuristics
- Heuristic:Explodinggradients Ragas Retry And Backoff Configuration
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Langchain ai Langchain Error Context Preservation
- Heuristic:TobikoData Sqlmesh Execution Time Caching
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:CARLA simulator Carla Sensor Queue Synchronization Pattern
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
Environments
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Openai CLIP Python Dependencies
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:OpenGVLab InternVL Flash Attention 2
- Environment:Heibaiying BigData Notes Spark 2 4 Environment
- Environment:Vllm project Vllm Python
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Obss Sahi Python Pycocotools
- Environment:Cleanlab Cleanlab Datalab Dependencies