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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:NVIDIA DALI Custom Operator Development
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Neuml Txtai API Deployment
- Workflow:LaurentMazare Tch rs MNIST Training
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Microsoft Onnxruntime Train Convert Predict
- Workflow:Speechbrain Speechbrain Speech Enhancement Training
- Workflow:Fastai Fastbook Collaborative Filtering
Principles
- Principle:Webdriverio Webdriverio ProtocolDetection
- Principle:Onnx Onnx Model Serialization
- Principle:Sdv dev SDV Synthesizer Event Logging
- Principle:Huggingface Diffusers Training Model Loading
- Principle:Treeverse LakeFS Action Hook Definition
- Principle:Tensorflow Tfjs Base Model Loading
- Principle:Ggml org Llama cpp Unicode
- Principle:Google deepmind Dm control MJCF Physics Compilation
- Principle:Langgenius Dify Web App Sharing
- Principle:FMInference FlexLLMGen CUDA Memory Access Patterns
Implementations
- Implementation:Huggingface Peft AdaLoraConfig
- Implementation:Online ml River Optim Losses
- Implementation:Ray project Ray Azure Ray Template
- Implementation:Datahub project Datahub Protoc Descriptor Set Out
- Implementation:Neuml Txtai Data Init
- Implementation:Norrrrrrr lyn WAInjectBench load detector text
- Implementation:NVIDIA TransformerEngine JAX Flax Module
- Implementation:OpenHands OpenHands SaaSServerConfig
- Implementation:Facebookresearch Habitat lab Rearrange V2 UI
- Implementation:Apache Shardingsphere PreciseHintShadowValue DTO
Heuristics
- Heuristic:ARISE Initiative Robomimic BatchNorm To GroupNorm For EMA
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:ArroyoSystems Arroyo Batch Size And Backpressure
- Heuristic:Apache Airflow Variable Access Pattern
- Heuristic:Mlc ai Mlc llm OpenCL Memory Floor Workaround
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Cleanlab Cleanlab Confident Threshold Heuristic
- Heuristic:Turboderp org Exllamav2 Quantization Conversion Tips
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
Environments
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime
- Environment:Avhz RustQuant Rust Stable
- Environment:Turboderp org Exllamav2 Build Toolchain
- Environment:Mlc ai Mlc llm CUDA GPU Environment
- Environment:Fede1024 Rust rdkafka CI Test Runner
- Environment:Spotify Luigi AWS S3 Storage
- Environment:FlowiseAI Flowise Node Runtime Environment
- Environment:Lm sys FastChat LoRA QLoRA Training Environment
- Environment:Spotify Luigi Hadoop HDFS Cluster