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1,118
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:Farama Foundation Gymnasium Vectorized Environment Training
- Workflow:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:DataTalksClub Data engineering zoomcamp Kafka Stream Processing
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Googleapis Python genai Function Calling and Tools
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
- Workflow:Tencent Ncnn Object Detection Inference
- Workflow:Ollama Ollama Safetensors To GGUF Conversion
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:Testtimescaling Testtimescaling github io Adding a New Paper
Principles
- Principle:Roboflow Rf detr Model Initialization
- Principle:Microsoft Onnxruntime TensorBoard Monitoring
- Principle:Tensorflow Tfjs Python Model Export
- Principle:Openai Whisper Word Level Subtitle Output
- Principle:Pyro ppl Pyro Sequential Monte Carlo
- Principle:SeldonIO Seldon core Monitoring Pipeline Validation
- Principle:Rapidsai Cuml Classification Evaluation
- Principle:Langchain ai Langgraph Edge Configuration
- Principle:Lm sys FastChat LLM Judge Evaluation
- Principle:Webdriverio Webdriverio Test Infrastructure
Implementations
- Implementation:Google deepmind Dm control Variation Distributions
- Implementation:Apache Paimon CatalogException
- Implementation:Puppeteer Puppeteer Cdp HTTPResponse
- Implementation:Arize ai Phoenix OTLP Server Receiver
- Implementation:Huggingface Diffusers ControlNetModel Forward
- Implementation:Iterative Dvc Dagascii
- Implementation:Helicone Helicone ExportDashboardData
- Implementation:Togethercomputer Together python Endpoint Types
- Implementation:Open compass VLMEvalKit OceanOCRBench
- Implementation:ClickHouse ClickHouse Coverage
Heuristics
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Evidentlyai Evidently Column Type Inference Rules
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Langchain ai Langchain Text Splitter Separator Hierarchy
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:DataTalksClub Data engineering zoomcamp GCS Upload Timeout Workaround
- Heuristic:Webdriverio Webdriverio Mobile Platform Differences
- Heuristic:Ollama Ollama Quantization Layer Selection
- Heuristic:Predibase Lorax GPU Sampling Optimization
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
Environments
- Environment:ContextualAI HALOs CUDA 12 1 Training Environment
- Environment:Marker Inc Korea AutoRAG Vector Database Backends
- Environment:Tensorflow Serving Python Client Environment
- Environment:Kornia Kornia ONNX Runtime Environment
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Sgl project Sglang Multi Platform Accelerators
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Huggingface Optimum Python Core Dependencies
- Environment:Sgl project Sglang Kubernetes
- Environment:Datahub project Datahub Docker Quickstart Environment