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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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|---|---|---|
| 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:Unstructured IO Unstructured Chunking And Embedding
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Princeton nlp Tree of thought llm Adding new task
- Workflow:Bentoml BentoML Service Definition And Local Serving
- Workflow:Norrrrrrr lyn WAInjectBench Text Prompt Injection Detection
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:PeterL1n BackgroundMattingV2 Image matting inference
- Workflow:Apache Kafka Coordinator Runtime Lifecycle
- Workflow:OpenGVLab InternVL Supervised Finetuning
- Workflow:SqueezeAILab ETS Answer Evaluation Pipeline
Principles
- Principle:Spotify Luigi Time Range Scheduling
- Principle:OWASP Www project top 10 for large language model applications Application Architecture Review
- Principle:Norrrrrrr lyn WAInjectBench Detection Rate Computation
- Principle:Iterative Dvc SCM Introspection
- Principle:Sktime Pytorch forecasting Quantile Loss
- Principle:MarketSquare Robotframework browser Page Navigation and Interaction
- Principle:Avhz RustQuant Order Management
- Principle:Apache Spark Standalone Job Submission
- Principle:Heibaiying BigData Notes Prepare Input Data
- Principle:Apache Spark Build Environment Setup
Implementations
- Implementation:Datajuicer Data juicer RemoveTableTextMapper
- Implementation:Vespa engine Vespa FRTConnectionPool Constructor
- Implementation:OpenRLHF OpenRLHF UnpairedPreferenceDataset init
- Implementation:Mlc ai Mlc llm OpenAI API Protocol Header
- Implementation:Apache Flink CompactorRequest Construction
- Implementation:CARLA simulator Carla ROS2 Interface
- Implementation:FlagOpen FlagEmbedding LLM Embedder Llama Patch
- Implementation:Mlc ai Mlc llm Mistral Loader
- Implementation:Microsoft Onnxruntime InferenceSession Run For Validation
- Implementation:Facebookresearch Audiocraft CompressionSolver run step
Heuristics
- Heuristic:Danijar Dreamerv3 XLA GPU Optimization Flags
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:DataTalksClub Data engineering zoomcamp CSV Chunk Size Optimization
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Obss Sahi Overlap Ratio Selection
- Heuristic:Sktime Pytorch forecasting Batch Size Selection
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:Arize ai Phoenix Notebook Event Loop Patching
- Heuristic:HKUDS AI Trader Linear Retry Backoff
Environments
- Environment:Intel Ipex llm Windows Environment
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:OpenBMB UltraFeedback HuggingFace Hub Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Apache Druid Integration Test Docker
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:CarperAI Trlx NeMo Megatron
- Environment:Apache Beam Dataflow Streaming Runtime
- Environment:OpenGVLab InternVL PyTorch CUDA
- Environment:Speechbrain Speechbrain PyTorch CUDA Runtime