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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:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Googleapis Python genai Multi Turn Chat
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Vllm project Vllm Multi LoRA Serving
- Workflow:Haotian liu LLaVA Benchmark Evaluation
- Workflow:Apache Hudi Flink Schema Evolution
- Workflow:Volcengine Verl Multi Turn Tool Use Training
- Workflow:Puppeteer Puppeteer Page Screenshot Capture
- Workflow:Online ml River Drift Adaptive Classification
- Workflow:NVIDIA DALI Video Processing Pipeline
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui VAE decoding and output composition
- Principle:Arize ai Phoenix OTel Tracer Registration
- Principle:Microsoft Semantic kernel Process Step Definition
- Principle:Zai org CogVideo Activation Normalization
- Principle:Tencent Ncnn C Language Binding
- Principle:Volcengine Verl SFT Checkpointing
- Principle:Snorkel team Snorkel Slice Performance Evaluation
- Principle:Langgenius Dify Dataset Creation
- Principle:HKUDS AI Trader Benchmark Index Analysis
- Principle:Bentoml BentoML Cloud Endpoint Invocation
Implementations
- Implementation:Open compass VLMEvalKit MMIFEval
- Implementation:Apache Paimon Path
- Implementation:Cohere ai Cohere python File Types
- Implementation:Google deepmind Mujoco Engine Collision SDF
- Implementation:OpenHands OpenHands Spinner
- Implementation:Microsoft Playwright BidiFirefox
- Implementation:Huggingface Datatrove InferenceRunner
- Implementation:Alibaba MNN Protobuf Extension Set CC
- Implementation:Microsoft Onnxruntime Module Optimizer Scheduler Init
- Implementation:Apache Druid ParseDataTable
Heuristics
- Heuristic:Eventual Inc Daft Delta Lake S3 Locking
- Heuristic:Huggingface Alignment handbook QLoRA Learning Rate Scaling
- Heuristic:Marker Inc Korea AutoRAG Module Selection Strategies
- Heuristic:Protectai Llm guard Token Limit Early Guard
- Heuristic:Facebookresearch Audiocraft Gradient Balancing For Multi Loss
- Heuristic:Cleanlab Cleanlab KNN Distance Metric Selection
- Heuristic:Trailofbits Fickling Allowlist Maintenance
- Heuristic:Fede1024 Rust rdkafka Partitioner Must Not Block
- Heuristic:Huggingface Trl Distributed Device Map Override
- Heuristic:OWASP Www project top 10 for large language model applications Vulnerability Entry Structure Guide
Environments
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:Dagster io Dagster DAGSTER HOME Configuration
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:ThreeSR Awesome Inference Time Scaling Git CLI Environment
- Environment:NVIDIA NeMo Curator Python Linux Base
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:NVIDIA NeMo Curator Video Codec Stack
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment