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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:Pytorch Serve Model Deployment
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:Vespa engine Vespa Linguistics text processing pipeline
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:OWASP Www project top 10 for large language model applications LLM Vulnerability Assessment
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Haifengl Smile SQL Analytics Pipeline
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Kubeflow Kubeflow Contributing To Kubeflow
Principles
- Principle:Risingwavelabs Risingwave CDC Source Validation
- Principle:Vllm project Vllm Speculative Generation
- Principle:Duckdb Duckdb Core Library Compilation
- Principle:EvolvingLMMs Lab Lmms eval Metric Aggregation
- Principle:Huggingface Optimum GPTQ Model Conversion
- Principle:Allenai Open instruct GRPO Loss
- Principle:Alibaba ROLL Environment Management
- Principle:ContextualAI HALOs Supervised Finetuning
- Principle:Langgenius Dify Node Graph Composition
- Principle:Eventual Inc Daft Lazy Dependency Loading
Implementations
- Implementation:Datajuicer Data juicer RemoveBibliographyMapper
- Implementation:Datahub project Datahub SparkStreamingEventToDatahub
- Implementation:Webdriverio Webdriverio DriverManager
- Implementation:Scikit learn Scikit learn UpdateEnvironments
- Implementation:Heibaiying BigData Notes ConnectionFactory CreateConnection
- Implementation:Avhz RustQuant Prelude
- Implementation:Tensorflow Tfjs Tf Tensor Creation
- Implementation:Langgenius Dify Global Public Context
- Implementation:ArroyoSystems Arroyo Server Common
- Implementation:AUTOMATIC1111 Stable diffusion webui VQModel Autoencoder
Heuristics
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Groq Groq python Timeout Configuration
- Heuristic:Huggingface Diffusers Memory Offloading Strategy
- Heuristic:FMInference FlexLLMGen Pin Memory Tradeoffs
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Duckdb Duckdb PR Submission Strategy
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Farama Foundation Gymnasium Action Space Normalization Tip
- Heuristic:Wandb Weave Batch Processing Tuning
Environments
- Environment:Vllm project Vllm GitHub
- Environment:Huggingface Diffusers Training Environment
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Huggingface Datasets SQL Dependencies
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Microsoft DeepSpeedExamples RLHF Training Environment
- Environment:OpenHands OpenHands Third Party Runtime Credentials
- Environment:Trailofbits Fickling PyTorch
- Environment:Protectai Modelscan TensorFlow Optional