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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:Haifengl Smile SQL Analytics Pipeline
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Protectai Modelscan Programmatic Model Scanning
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Apache Paimon Table Read Write
- Workflow:Mlc ai Web llm Text Embeddings And RAG
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Langchain ai Langchain Release Process
- Workflow:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Avhz RustQuant Model Calibration
Principles
- Principle:Ggml org Llama cpp Chat Message Parsing
- Principle:ClickHouse ClickHouse RAII Scope Guard
- Principle:Liu00222 Open Prompt Injection Defense Preparation
- Principle:Bentoml BentoML Model Cleanup
- Principle:Langchain ai Langgraph Interrupt Stream Execution
- Principle:Mbzuai oryx Awesome LLM Post training Progressive Data Checkpointing
- Principle:Tencent Ncnn Foreign Model Conversion
- Principle:OpenHands OpenHands Webhook Reception
- Principle:DistrictDataLabs Yellowbrick Intercluster Distance Mapping
- Principle:ChenghaoMou Text dedup LSH Banding And Clustering
Implementations
- Implementation:Recommenders team Recommenders Cornac BPR
- Implementation:Intel Ipex llm Get Int From Env
- Implementation:Langgenius Dify Gen Icons
- Implementation:Alibaba ROLL RLVR Preprocess Dataset
- Implementation:Run llama Llama index Upgrade Tool
- Implementation:Marker Inc Korea AutoRAG ApiRunner Run Api Server
- Implementation:Interpretml Interpret Merge Ebms
- Implementation:Open compass VLMEvalKit Infer Data Job
- Implementation:Infiniflow Ragflow Date Utils
- Implementation:Ggml org Ggml Cpp smart pointers
Heuristics
- Heuristic:Neuml Txtai LLM Context Window Fallback
- Heuristic:Ray project Ray NaN Score Filtering In PBT
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:Langchain ai Langchain Deprecation Version Tracking
- Heuristic:Getgauge Taiko Browser Launch Flags
- Heuristic:PrefectHQ Prefect Retry Backoff Strategy
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
Environments
- Environment:Neuml Txtai GPU Accelerator Environment
- Environment:Online ml River Python Runtime Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Zai org CogVideo Video Captioning Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Lakeraai Pint benchmark Python 310 With Transformers
- Environment:Vllm project Vllm Distributed
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Promptfoo Promptfoo Provider API Keys
- Environment:Iterative Dvc Python Runtime