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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:Intel Ipex llm RAG With LangChain
- Workflow:Microsoft Onnxruntime Nodejs Inference
- Workflow:Vibrantlabsai Ragas RAG Evaluation
- Workflow:Mistralai Client python Text Embeddings
- Workflow:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Dotnet Machinelearning Time Series Forecasting
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Helicone Helicone Integrate Provider To Gateway
- Workflow:Huggingface Alignment handbook QLoRA Single GPU Finetuning
- Workflow:Apache Airflow Kubernetes Deployment via Helm
Principles
- Principle:Speechbrain Speechbrain Embedding Extraction
- Principle:Princeton nlp SimPO Model and Tokenizer Initialization
- Principle:Pytorch Serve Generalized NLP Handler
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:Huggingface Peft AdaLoRA Adaptive Rank
- Principle:Infiniflow Ragflow Chunk Display
- Principle:EvolvingLMMs Lab Lmms eval Task Selection
- Principle:Haotian liu LLaVA Evaluation Data Setup
- Principle:Predibase Lorax Stateless Conversation Management
- Principle:Nautechsystems Nautilus trader Instrument Specification
Implementations
- Implementation:CARLA simulator Carla Show Crosswalks Tool
- Implementation:Online ml River Preprocessing FeatureHasher
- Implementation:SeleniumHQ Selenium NetworkUtils
- Implementation:Huggingface Datasets Pdf
- Implementation:Ollama Ollama ParseFromModel
- Implementation:Langgenius Dify UseTriggers
- Implementation:Explodinggradients Ragas Collections ContextRelevance Metric
- Implementation:Microsoft Playwright Validator Primitives
- Implementation:CrewAIInc CrewAI Composio Tool
- Implementation:Scikit learn Scikit learn LabelPropagation
Heuristics
- Heuristic:SqueezeAILab ETS Max Depth And Token Guards
- Heuristic:Mit han lab Llm awq AWQ Grid Search Tuning
- Heuristic:Sktime Pytorch forecasting Encoder Decoder Length Limits
- Heuristic:Haotian liu LLaVA Use Cache Training Inference Toggle
- Heuristic:Langfuse Langfuse ClickHouse FINAL Skip Optimization
- Heuristic:BerriAI Litellm Streaming Loop Detection
- Heuristic:Infiniflow Ragflow Embedding Batch Size Constraint
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:ContextualAI HALOs Batch Size Divisibility
Environments
- Environment:Togethercomputer Together python API Credentials
- Environment:Datahub project Datahub Python 3 10 Ingestion Environment
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:ArroyoSystems Arroyo PostgreSQL Database
- Environment:Kserve Kserve Knative Serving
- Environment:Sgl project Sglang CUDA Runtime
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:Unstructured IO Unstructured All Docs
- Environment:Apache Kafka Release Toolchain Environment