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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:AnswerDotAI RAGatouille In Memory Retrieval
- Workflow:Cleanlab Cleanlab Multiannotator Consensus
- Workflow:Fede1024 Rust rdkafka At Least Once Processing
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Ggml org Llama cpp LoRA Adapter Workflow
- Workflow:VainF Torch Pruning Vision Transformer Pruning
- Workflow:TA Lib Ta lib python Candlestick Pattern Recognition
- Workflow:Langchain ai Langgraph Functional API Workflow
- Workflow:Apache Flink Hybrid Source Switching
- Workflow:Openai Evals Creating a model graded eval
Principles
- Principle:FlowiseAI Flowise Dependency Management
- Principle:Mistralai Client python Function Dispatch
- Principle:Ggml org Llama cpp Tensor Debugging
- Principle:Rapidsai Cuml Clustering Algorithm Configuration
- Principle:Pyro ppl Pyro Online Statistics
- Principle:Huggingface Datatrove Pipeline Failure Diagnosis
- Principle:Togethercomputer Together python Chat Completion Response
- Principle:Duckdb Duckdb Prerequisite Code Generation
- Principle:Huggingface Peft Cosine Similarity Contrastive Training
- Principle:ARISE Initiative Robosuite Visual Feedback Wrapping
Implementations
- Implementation:CARLA simulator Carla Signal
- Implementation:Apache Airflow Provider Yaml Schema
- Implementation:Helicone Helicone ClickhousePriceCalc
- Implementation:Sgl project Sglang CPU QKV Projection
- Implementation:Ggml org Llama cpp Finetune
- Implementation:Bitsandbytes foundation Bitsandbytes PagedAdamW8bit
- Implementation:Risingwavelabs Risingwave MongoDbValidator
- Implementation:Ucbepic Docetl ColumnDialog
- Implementation:Pyro ppl Pyro SIR Models
- Implementation:Turboderp org Exllamav2 Ext QAttn
Heuristics
- Heuristic:Scikit learn contrib Imbalanced learn KNeighbors Selection Tips
- Heuristic:PeterL1n BackgroundMattingV2 Checkpoint Interval Tuning
- Heuristic:Anthropics Anthropic sdk python Retry Backoff Strategy
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Hpcaitech ColossalAI CUDA Device Max Connections Tip
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Onnx Onnx Warning Deprecated InlineSelectedFunctions
- Heuristic:Microsoft Autogen Parallel Tool Call Safety
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Openai CLIP CLIP Normalization Constants
Environments
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Bitsandbytes foundation Bitsandbytes Build From Source Environment
- Environment:Eventual Inc Daft Python PyArrow Core
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Cypress io Cypress Browser Requirements
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Dagster io Dagster Container Resource Monitoring