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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:FlagOpen FlagEmbedding Reranker Inference
- Workflow:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:ArroyoSystems Arroyo Connection Setup
- Workflow:Google deepmind Dm control MJCF Model Composition
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Speechbrain Speechbrain CTC ASR Training
- Workflow:Langgenius Dify Knowledge Base Creation
- Workflow:Mistralai Client python GCP Chat Completion
- Workflow:Pytorch Serve Model Deployment
Principles
- Principle:Langgenius Dify URLDrivenState
- Principle:Explodinggradients Ragas Tool Call F1 Evaluation
- Principle:Confident ai Deepeval Assertion Based Evaluation
- Principle:Norrrrrrr lyn WAInjectBench Dynamic Detector Loading Image
- Principle:Apache Paimon Catalog Initialization
- Principle:DevExpress Testcafe Page Object Model
- Principle:Protectai Llm guard Emotion Detection
- Principle:Trailofbits Fickling Pickle Bytecode Parsing
- Principle:Huggingface Optimum Transformation Composition
- Principle:LLMBook zh LLMBook zh github io Deduplication
Implementations
- Implementation:Ollama Ollama Llama Adapter Types
- Implementation:Tencent Ncnn YOLACT Example
- Implementation:Run llama Llama index LabelledRagDataset
- Implementation:Heibaiying BigData Notes Hive Partition and Bucket Config
- Implementation:LMCache LMCache P2PBackend Batched Get Non Blocking
- Implementation:Sgl project Sglang MoE Ops
- Implementation:Kornia Kornia Diamond Square
- Implementation:Apache Shardingsphere StatisticsManager Manage
- Implementation:TA Lib Ta lib python Generate Stream
- Implementation:Rapidsai Cuml Genetic Node
Heuristics
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:OpenGVLab InternVL Gradient Checkpointing Memory
- Heuristic:Princeton nlp SimPO Left Truncation Strategy
- Heuristic:Mlflow Mlflow Async Logging Best Practices
- Heuristic:MarketSquare Robotframework browser GRPC Response Chunking
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Mbzuai oryx Awesome LLM Post training Excel Sheet Name Truncation
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
Environments
- Environment:ArroyoSystems Arroyo Object Storage
- Environment:Apache Dolphinscheduler Java Runtime
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Deepset ai Haystack OpenAI API Environment
- Environment:Datahub project Datahub Spark Lineage Environment
- Environment:Sgl project Sglang Kubernetes
- Environment:Apache Beam Portable Runner Environment
- Environment:Predibase Lorax Docker Container Runtime
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn