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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:Scikit learn contrib Imbalanced learn Imbalanced Model Evaluation
- Workflow:Mistralai Client python OCR Document Processing
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Groq Groq python Text Embedding
- Workflow:Marker Inc Korea AutoRAG Data Creation Pipeline
- Workflow:Mlflow Mlflow Model Serving
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Danijar Dreamerv3 Evaluation Only
- Workflow:Deepset ai Haystack Extractive QA Pipeline
- Workflow:Rapidsai Cuml Multi GPU Distributed ML
Principles
- Principle:Huggingface Datasets Data Verification
- Principle:Obss Sahi COCO Dataset Export
- Principle:Hiyouga LLaMA Factory Multimodal Processing
- Principle:Truera Trulens Output Blocking Guardrail
- Principle:AUTOMATIC1111 Stable diffusion webui Extension System
- Principle:Huggingface Trl PPO Trainer Initialization
- Principle:Protectai Llm guard Invisible Text Detection
- Principle:Astronomer Astronomer cosmos Graph Parsing and Task Generation
- Principle:Risingwavelabs Risingwave CDC Snapshot Verification
- Principle:Pyro ppl Pyro Stochastic Variational Inference
Implementations
- Implementation:Microsoft Onnxruntime OrtLoraAdapter
- Implementation:Google deepmind Mujoco MJWarp Passive
- Implementation:NVIDIA TransformerEngine PyTorch Csrc Common
- Implementation:Vibrantlabsai Ragas BleuScoreV2
- Implementation:Scikit learn Scikit learn BaseEnsemble
- Implementation:Bentoml BentoML ServiceConfig
- Implementation:NVIDIA DALI Paddle ResNet Model
- Implementation:Heibaiying BigData Notes KafkaConsumer Poll
- Implementation:Allenai Open instruct FlatArguments
- Implementation:Microsoft Playwright Client Dialog
Heuristics
- Heuristic:Mage ai Mage ai Batch Size Tuning
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Allenai Open instruct GPU Memory Utilization
- Heuristic:Farama Foundation Gymnasium Seeding Determinism Best Practices
- Heuristic:Axolotl ai cloud Axolotl Memory Optimization Tips
- Heuristic:Astronomer Astronomer cosmos Watcher Queue Sizing
- Heuristic:Vespa engine Vespa Document Batch Processing Strategy
- Heuristic:PeterL1n BackgroundMattingV2 Backbone Scale Selection
- Heuristic:Openclaw Openclaw Retry With Exponential Backoff
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
Environments
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Huggingface Datasets TensorFlow Integration
- Environment:Mlc ai Web llm Chrome Extension Manifest V3
- Environment:Openai Evals Optional Provider APIs
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Microsoft DeepSpeedExamples VisualChat Training Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Trailofbits Fickling Python Runtime
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment