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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:CARLA simulator Carla Simulation Setup and First Steps
- Workflow:Kubeflow Pipelines Standalone Deployment
- Workflow:Google deepmind Dm control Composer Environment Building
- Workflow:Avhz RustQuant Yield Curve Construction
- Workflow:DistrictDataLabs Yellowbrick Classification Model Evaluation
- Workflow:Groq Groq python Chat Completion
- Workflow:Confident ai Deepeval LLM Tracing and Observability
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
- Workflow:Mlfoundations Open flamingo Few Shot Evaluation
- Workflow:ContextualAI HALOs Offline SFT Alignment Pipeline
Principles
- Principle:Huggingface Datasets Library Logging
- Principle:Langchain ai Langgraph Graph Execution
- Principle:Sgl project Sglang Sampling Parameters Preparation
- Principle:FlowiseAI Flowise Execution Monitoring
- Principle:Evidentlyai Evidently LLM Judge Evaluation
- Principle:Cohere ai Cohere python Streaming Chat Request
- Principle:Datahub project Datahub Connection Validation
- Principle:Bitsandbytes foundation Bitsandbytes HPU 4bit Dequantization
- Principle:Duckdb Duckdb Extension Loading Verification
- Principle:AUTOMATIC1111 Stable diffusion webui Startup Performance Profiling
Implementations
- Implementation:Microsoft Autogen Studio Model Fields
- Implementation:Eventual Inc Daft DataFrame Select
- Implementation:Huggingface Datasets Dataset Column Names
- Implementation:NVIDIA NeMo Curator ArXiv Downloader
- Implementation:CARLA simulator Carla Python Control Bindings
- Implementation:Tencent Ncnn Imreadwrite
- Implementation:Langgenius Dify Fetch Layer
- Implementation:Scikit learn Scikit learn UnsupervisedClusterMetrics
- Implementation:Explodinggradients Ragas Collections DomainSpecificRubrics Metric
- Implementation:NVIDIA TransformerEngine PyTorch Triton Cross Entropy
Heuristics
- Heuristic:Truera Trulens Rate Limiting And Retry Strategy
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:Pola rs Polars Avoid Lambda In Aggregation
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Datajuicer Data juicer Operator Fusion Rules
- Heuristic:EvolvingLMMs Lab Lmms eval Distributed Padding Strategy
- Heuristic:OpenGVLab InternVL Multi GPU ViT Device Mapping
- Heuristic:NVIDIA TransformerEngine Attention Backend Selection
- Heuristic:Neuml Txtai Memory Streaming Optimization
Environments
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:ClickHouse ClickHouse Systemd Runtime
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Sktime Pytorch forecasting Matplotlib Plotting Dependencies
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment