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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:Gretelai Gretel synthetics LSTM Text Generation
- Workflow:Risingwavelabs Risingwave Docker Deployment
- Workflow:Duckdb Duckdb Code Generation Pipeline
- Workflow:Groq Groq python Batch Processing
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Neuml Txtai Agent Execution
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Testtimescaling Testtimescaling github io GitHub Pages Course Progression
- Workflow:OpenRLHF OpenRLHF SFT Training
- Workflow:Mlflow Mlflow Experiment Tracking
Principles
- Principle:Google deepmind Dm control Locomotion Visualization
- Principle:Ggml org Llama cpp Model Distribution
- Principle:Cleanlab Cleanlab Multilabel Quality Scoring
- Principle:Apache Flink Locality Aware Split Assignment
- Principle:Huggingface Transformers Data Loading
- Principle:Microsoft Semantic kernel Native Plugin Definition
- Principle:Apache Flink Source Chain Composition
- Principle:Apache Airflow Hook Connection Implementation
- Principle:Apache Spark Cluster Installation
- Principle:Langgenius Dify UIPresentation
Implementations
- Implementation:Scikit learn contrib Imbalanced learn geometric mean score
- Implementation:Ollama Ollama MLXRunner Slice
- Implementation:InternLM Lmdeploy QuantizationKernels
- Implementation:Ucbepic Docetl Dataset Debate Gleaning
- Implementation:Lance format Lance Java DeleteOp
- Implementation:Risingwavelabs Risingwave Streaming API Functions
- Implementation:DataTalksClub Data engineering zoomcamp Kafka Docker Compose Setup
- Implementation:Hpcaitech ColossalAI MTBenchDataset
- Implementation:Isaac sim IsaacGymEnvs DR YAML Configuration
- Implementation:ThreeSR Awesome Inference Time Scaling Search Papers Function
Heuristics
- Heuristic:Unstructured IO Unstructured Strategy Fallback Chain
- Heuristic:Deepset ai Haystack BM25 Score Scaling
- Heuristic:Iterative Dvc YAML Dual Parser Strategy
- Heuristic:ArroyoSystems Arroyo Stateful Operator TTL
- Heuristic:Princeton nlp SimPO Multi Seed Diversity
- Heuristic:Openai Openai python Streaming Resource Management
- Heuristic:Sail sg LongSpec NCCL Distributed Settings
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
Environments
- Environment:FlowiseAI Flowise Docker Environment
- Environment:Pola rs Polars GPU Execution Environment
- Environment:MarketSquare Robotframework browser Docker Container
- Environment:Unstructured IO Unstructured OpenAI API
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Nightwatchjs Nightwatch Android Mobile Testing
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Risingwavelabs Risingwave Python Tooling Environment
- Environment:Huggingface Diffusers Quantization Environment
- Environment:Zai org CogVideo Diffusers Inference Environment