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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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Browse by Category
| 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:Mlflow Mlflow Experiment Tracking
- Workflow:AUTOMATIC1111 Stable diffusion webui Image to image generation
- Workflow:Promptfoo Promptfoo Project Initialization
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:Langfuse Langfuse Trace ingestion pipeline
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:NVIDIA NeMo Aligner REINFORCE Training
- Workflow:TobikoData Sqlmesh Github CICD automation
- Workflow:VainF Torch Pruning Vision Transformer Pruning
Principles
- Principle:Protectai Llm guard Malicious URL Detection
- Principle:ClickHouse ClickHouse TCP Server Startup
- Principle:Tensorflow Serving Publish Subscribe Pattern
- Principle:SeldonIO Seldon core HuggingFace Model Deployment And Verification
- Principle:Online ml River Cluster Evolution Monitoring
- Principle:Dotnet Machinelearning Field Aware Factorization Machine
- Principle:Zai org CogVideo VAE Encode Decode
- Principle:LaurentMazare Tch rs Vectorized Environment
- Principle:Guardrails ai Guardrails ValidationPipeline
- Principle:SeleniumHQ Selenium Code Formatting Pipeline
Implementations
- Implementation:Apache Druid SchemaTable
- Implementation:Mlc ai Mlc llm Llama Model
- Implementation:DataTalksClub Data engineering zoomcamp Docker Compose PostgreSQL Setup
- Implementation:NVIDIA NeMo Curator TransNetV2ClipExtractionStage
- Implementation:Google deepmind Mujoco MJWarp Smooth
- Implementation:Datajuicer Data juicer RangeSpecifiedFieldSelector
- Implementation:DevExpress Testcafe TestFileParserBase
- Implementation:Unslothai Unsloth GEMM Autotuning Configs
- Implementation:Predibase Lorax Flash Attn Triton
- Implementation:NVIDIA TransformerEngine Debug Log FP8 Stats
Heuristics
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Tensorflow Serving Warning Deprecated CreateTfrtSavedModel Raw
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Dotnet Machinelearning LDA Thread Reservation
- Heuristic:Alibaba MNN Backend Selection Guide
- Heuristic:Run llama Llama index Embedding Batch Size Tuning
- Heuristic:Dagster io Dagster Retry Strategy Configuration
- Heuristic:Google deepmind Dm control Physics Timestep Configuration
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
Environments
- Environment:Evidentlyai Evidently Python Core Environment
- Environment:Apache Airflow Python Runtime Environment
- Environment:Vibrantlabsai Ragas Python 3 9 Core Environment
- Environment:Vespa engine Vespa Docker OCI Container Runtime
- Environment:Bentoml BentoML BentoCloud Credentials
- Environment:NVIDIA DALI CMake Build Environment
- Environment:MaterializeInc Materialize Kubernetes Helm Runtime
- Environment:Huggingface Datasets JAX Integration
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:Apache Kafka Committer Tools Environment