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Principles
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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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|---|---|---|
| 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:Testtimescaling Testtimescaling github io Adding a New Paper
- Workflow:DataTalksClub Data engineering zoomcamp dbt Analytics Transformation
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Explodinggradients Ragas LLM Benchmarking
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:FlowiseAI Flowise Chatflow Creation
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:MarketSquare Robotframework browser JavaScript Extension
- Workflow:Helicone Helicone Local Development Setup
Principles
- Principle:Mlc ai Mlc llm Streaming Response Processing
- Principle:FlowiseAI Flowise Flow Management
- Principle:Arize ai Phoenix Experiment Execution
- Principle:Spotify Luigi External Data Sources
- Principle:Iterative Dvc Experiment Result Capture
- Principle:PacktPublishing LLM Engineers Handbook Batch Inference Generation
- Principle:Apache Druid Spec Management Troubleshooting
- Principle:Online ml River Progressive Validation
- Principle:Google deepmind Mujoco Physics Stepping
- Principle:Google deepmind Dm control Manipulation Visualization
Implementations
- Implementation:Zai org CogVideo SAT VideoDataset
- Implementation:Open compass VLMEvalKit AKI
- Implementation:Scikit learn Scikit learn MDS
- Implementation:Apache Paimon BlobDescriptor Create and Serialize
- Implementation:Datajuicer Data juicer Quality Classifier Train
- Implementation:Webdriverio Webdriverio RequestQueueHandler Class
- Implementation:Ollama Ollama XServer Show
- Implementation:Online ml River Optim SGD
- Implementation:Apache Paimon KeyValueDataWriter
- Implementation:Ollama Ollama Convert GlmOcr
Heuristics
- Heuristic:Getgauge Taiko Element Actionability Checks
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
- Heuristic:Evidentlyai Evidently Drift Detection Thresholds
- Heuristic:Facebookresearch Audiocraft Audio Normalization Strategies
- Heuristic:Openai Openai node Retry Backoff Configuration
- Heuristic:Ggml org Ggml Quantization Type Selection
- Heuristic:LaurentMazare Tch rs MPS Weight Loading Workaround
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Deepset ai Haystack Logging Auto Detection
Environments
- Environment:Mbzuai oryx Awesome LLM Post training Git CLI
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Interpretml Interpret Blackbox Explainer Dependencies
- Environment:Scikit learn contrib Imbalanced learn Python Scikit learn
- Environment:DistrictDataLabs Yellowbrick Optional NLP Dependencies
- Environment:Googleapis Python genai Python 3 10 SDK Runtime
- Environment:Scikit learn Scikit learn OpenMP Thread Configuration
- Environment:CARLA simulator Carla Build From Source Requirements