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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:Microsoft Playwright Network mocking and interception
- Workflow:DistrictDataLabs Yellowbrick Cluster Analysis
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Tensorflow Serving Batched Inference Pipeline
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
- Workflow:Pyro ppl Pyro VAE Training
- Workflow:Marker Inc Korea AutoRAG Evaluation Data Creation
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Ucbepic Docetl Playground Interactive Development
Principles
- Principle:DataTalksClub Data engineering zoomcamp Parquet Data Ingestion
- Principle:Microsoft Agent framework Sample Validation
- Principle:Cypress io Cypress Test Result Reporting
- Principle:DistrictDataLabs Yellowbrick Classification Report Visualization
- Principle:Shiyu coder Kronos Prediction Result Persistence
- Principle:Ggml org Llama cpp CI Testing
- Principle:Heibaiying BigData Notes Storm Parallelism Configuration
- Principle:Googleapis Python genai Pagination
- Principle:Spcl Graph of thoughts Graph of Operations Construction
- Principle:Webdriverio Webdriverio Custom Reporter Development
Implementations
- Implementation:PrefectHQ Prefect Save CSV Task
- Implementation:Trailofbits Fickling Deactivate Safe ML Environment
- Implementation:Pyro ppl Pyro AutoDelta Guide
- Implementation:Microsoft DeepSpeedExamples ViT ImageNet Finetuning
- Implementation:Trailofbits Fickling Activate Safe ML Environment
- Implementation:NVIDIA TransformerEngine JAX Quantize Helper
- Implementation:Microsoft Onnxruntime OrtTrainingSession JNI
- Implementation:Openai CLIP CLIP Encode Image For Linear Probe
- Implementation:CARLA simulator Carla Git Clone Repository
- Implementation:LMCache LMCache LMCacheEngineBuilder Destroy
Heuristics
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:BerriAI Litellm Connection Pooling Memory Management
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Apache Airflow Task Dependency Isolation
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Huggingface Datatrove MinHash Parameter Tuning
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:Scikit learn Scikit learn Random State Management
Environments
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Unstructured IO Unstructured GitHub Actions
- Environment:Cleanlab Cleanlab Datalab Dependencies
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:NVIDIA DALI TensorFlow Environment
- Environment:Spotify Luigi AWS S3 Storage
- Environment:Sgl project Sglang Kubernetes
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:Hiyouga LLaMA Factory Distributed Training Environment