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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:Apache Flink File Sink Pipeline
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Langchain ai Langchain Tool Calling Structured Output
- Workflow:Huggingface Datatrove Dataset Tokenization
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Mit han lab Llm awq HuggingFace Model Export
- Workflow:Bitsandbytes foundation Bitsandbytes FSDP QLoRA Distributed Training
- Workflow:Microsoft Agent framework Agent With Tool Approval
- Workflow:Cypress io Cypress Binary Build and Release
Principles
- Principle:Pytorch Serve Transformer Model Preparation
- Principle:Intel Ipex llm Embedding And Vector Store
- Principle:Hiyouga LLaMA Factory Chat Template System
- Principle:Hpcaitech ColossalAI DPO Training
- Principle:Microsoft Semantic kernel Vector Similarity Search
- Principle:Webdriverio Webdriverio Reporter Architecture
- Principle:Openai Openai python Embedding Result Processing
- Principle:OpenGVLab InternVL Flash Attention Patching
- Principle:Kubeflow Kubeflow Experiment And Prototype
- Principle:DevExpress Testcafe Native Automation Request Interception
Implementations
- Implementation:LMCache LMCache Bloom Filter
- Implementation:Mlflow Mlflow Log Metric
- Implementation:Datajuicer Data juicer OpSearch
- Implementation:Huggingface Transformers Get Config By Level
- Implementation:Mage ai Mage ai GitHub Issue Events Schema
- Implementation:CarperAI Trlx Trlx Train SFT
- Implementation:Norrrrrrr lyn WAInjectBench SentenceTransformer Init
- Implementation:Langchain ai Langgraph AgentState Schema
- Implementation:Apache Druid NumberMenuItems
- Implementation:Risingwavelabs Risingwave CDC Database Configuration
Heuristics
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:Deepseek ai Janus Image Generation Prompt Tips
- Heuristic:Explodinggradients Ragas Embedding Batch Size Tuning
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:DataTalksClub Data engineering zoomcamp Kafka Consumer Poll Timeout
- Heuristic:Google research Deduplicate text datasets Ulimit File Descriptors For Merge
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:FlagOpen FlagEmbedding Dynamic Batch Size Reduction
- Heuristic:Openai Whisper Temperature Fallback Strategy
Environments
- Environment:Marker Inc Korea AutoRAG Python 3 10 Runtime
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Openai Openai agents python MCP Dependencies
- Environment:Fede1024 Rust rdkafka Kafka Broker Runtime
- Environment:Evidentlyai Evidently Node Frontend Environment
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Recommenders team Recommenders Python Core Dependencies
- Environment:Vllm project Vllm GitHub
- Environment:Apache Shardingsphere Java Runtime Environment