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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:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Openai Openai agents python Guardrails Secured Agent
- Workflow:Openai Openai node Audio Processing
- Workflow:Cohere ai Cohere python Text Embedding
- Workflow:FlagOpen FlagEmbedding Embedder Finetuning
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Predibase Lorax Server Deployment
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:Openai Openai node Chat Completion
Principles
- Principle:Huggingface Datasets Dataset Interleaving
- Principle:Apache Dolphinscheduler Frontend Build Configuration
- Principle:Online ml River Multi Step Forecasting
- Principle:NVIDIA NeMo Curator Text Cleaning and Normalization
- Principle:AUTOMATIC1111 Stable diffusion webui VQ VAE Quantization
- Principle:Huggingface Datatrove Text Encoding Repair
- Principle:Datajuicer Data juicer Distributed Data Export
- Principle:Huggingface Open r1 Environment Setup
- Principle:DistrictDataLabs Yellowbrick Validation Curve Analysis
- Principle:Cypress io Cypress Semantic Versioning
Implementations
- Implementation:LMCache LMCache Async Lookup Client
- Implementation:CARLA simulator Carla Git Clone Repository
- Implementation:Langfuse Langfuse Sessions UI Table Service
- Implementation:OpenGVLab InternVL InternVisionModel From Pretrained
- Implementation:Ollama Ollama Imagegen LLM
- Implementation:NVIDIA NeMo Aligner RewardModelServer Run
- Implementation:Google deepmind Mujoco User VFS Header
- Implementation:Pola rs Polars Group By Dynamic
- Implementation:Ggml org Llama cpp Chat Parser Xml Toolcall
- Implementation:Dotnet Machinelearning FastTree Segment
Heuristics
- Heuristic:Kserve Kserve VLLM GPU Memory Utilization
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Langchain ai Langchain Warning Deprecated Langchain Classic
- Heuristic:Facebookresearch Habitat lab VER Tuning Guidelines
- Heuristic:Cleanlab Cleanlab Label Quality Scoring Method Selection
- Heuristic:Apache Kafka Unknown Record Type Upgrade Safety
- Heuristic:Infiniflow Ragflow Citation Threshold Decay
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
Environments
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:Lucidrains X transformers Python Environment
- Environment:Apache Paimon Python Core Runtime
- Environment:Roboflow Rf detr Python GPU Environment
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:OpenGVLab InternVL DeepSpeed
- Environment:Interpretml Interpret Visualization Environment
- Environment:Mbzuai oryx Awesome LLM Post training Python Matplotlib
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Bentoml BentoML Triton Inference Server