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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:PrefectHQ Prefect Web Scraping Pipeline
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:OWASP Www project top 10 for large language model applications GenAI Red Team Testing
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:Intel Ipex llm RAG With LangChain
- Workflow:ThreeSR Awesome Inference Time Scaling Manual Paper Contribution
- Workflow:OpenGVLab InternVL LoRA Finetuning
- Workflow:CarperAI Trlx ILQL Offline Training
- Workflow:Mlc ai Web llm Function Calling
- Workflow:Princeton nlp SimPO Model Inference
Principles
- Principle:Scikit learn Scikit learn Metric Visualization
- Principle:Nightwatchjs Nightwatch Module Import
- Principle:Apache Paimon Schema Definition and Table Creation
- Principle:ArroyoSystems Arroyo State Serialization
- Principle:Run llama Llama index Agent Output Processing
- Principle:Openai Whisper Decoding Configuration
- Principle:Ollama Ollama GGUF Model Conversion Gemma3
- Principle:Pytorch Serve Distributed Configuration
- Principle:Huggingface Datasets Framework Tensor Conversion
- Principle:Apache Airflow Monitoring Operations
Implementations
- Implementation:Apache Airflow XComModel Operations
- Implementation:Risingwavelabs Risingwave DebeziumOpenLineageEmitter
- Implementation:NVIDIA TransformerEngine JAX Attention
- Implementation:Cypress io Cypress DetectFramework
- Implementation:NVIDIA DALI Fn Resize
- Implementation:Hiyouga LLaMA Factory V1 Kernel Registry
- Implementation:Kornia Kornia Welsch Loss
- Implementation:Kserve Kserve LLMInferenceService CRD Spec
- Implementation:InternLM Lmdeploy Gemm Utils
- Implementation:Princeton nlp SimPO Apply Chat Template
Heuristics
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Mlfoundations Open flamingo RICES Feature Caching
- Heuristic:Apache Spark Serialization Optimization
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:Langgenius Dify Celery Queue Separation
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:CARLA simulator Carla Synchronous Mode Fixed Delta
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Recommenders team Recommenders SAR Cold Start Items
- Heuristic:Teamcapybara Capybara Frozen Time Detection
Environments
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Axolotl ai cloud Axolotl Multi GPU
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Predibase Lorax CUDA GPU Runtime
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Haosulab ManiSkill GPU CUDA Simulation
- Environment:Kubeflow Pipelines Kubernetes Cluster
- Environment:Langgenius Dify Docker Compose Environment
- Environment:Ggml org Ggml C Cpp Build Environment