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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:Mbzuai oryx Awesome LLM Post training Awesome List Curation
- Workflow:Nautechsystems Nautilus trader Backtest with BacktestNode
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:ChenghaoMou Text dedup Benchmark Evaluation
- Workflow:Spcl Graph of thoughts Custom GoT Use Case Integration
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:Allenai Open instruct Tulu3 Full Post Training
- Workflow:Bitsandbytes foundation Bitsandbytes 4bit QLoRA Inference
- Workflow:TA Lib Ta lib python Abstract API Usage
- Workflow:Triton inference server Server Model Performance Tuning
Principles
- Principle:Deepset ai Haystack File Type Routing
- Principle:Duckdb Duckdb Build Environment Setup
- Principle:Huggingface Datatrove KenLM Perplexity Scoring
- Principle:Openai Openai python Audio Translation
- Principle:Neuml Txtai Prompt Engineering
- Principle:Kserve Kserve OpenAI Compatible Inference
- Principle:Interpretml Interpret SHAP Kernel Explanation
- Principle:Hpcaitech ColossalAI Booster Plugin Configuration
- Principle:Heibaiying BigData Notes Storm Application Packaging
- Principle:Pola rs Polars Streaming Query Building
Implementations
- Implementation:Microsoft Playwright Page RouteFromHAR
- Implementation:Rapidsai Cuml Coordinate Descent MG
- Implementation:FMInference FlexLLMGen Petals Benchmark
- Implementation:Online ml River Proba Beta
- Implementation:Explodinggradients Ragas OpenAIEmbeddings Provider
- Implementation:Neuml Txtai LLM Generation Base
- Implementation:FlowiseAI Flowise ViewHeader
- Implementation:Open compass VLMEvalKit MMHelix Eulero Eval
- Implementation:Apache Paimon VectorType
- Implementation:MarketSquare Robotframework browser Js Module Exports Pattern
Heuristics
- Heuristic:Bentoml BentoML Warning Deprecated Runner Class
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Nightwatchjs Nightwatch Timeout And Retry Tuning
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:DataTalksClub Data engineering zoomcamp DuckDB OOM Memory Management
- Heuristic:Zai org CogVideo Training Hyperparameter Defaults
- Heuristic:Risingwavelabs Risingwave Stream Chunk Sizing
- Heuristic:Astronomer Astronomer cosmos Cache Strategy Optimization
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Infiniflow Ragflow Hybrid Search Fallback Strategy
Environments
- Environment:Marker Inc Korea AutoRAG API Keys And Credentials
- Environment:Huggingface Datasets SQL Dependencies
- Environment:LLMBook zh LLMBook zh github io VLLM Inference Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Huggingface Alignment handbook Python PEFT
- Environment:TA Lib Ta lib python TA Lib C Library
- Environment:Open compass VLMEvalKit Data Storage Environment
- Environment:Eric mitchell Direct preference optimization HuggingFace Transformers
- Environment:Openai Openai node WebSocket Dependency
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed