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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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| 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:Microsoft Playwright AI agent driven testing
- Workflow:Nautechsystems Nautilus trader Live trading deployment
- Workflow:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Risingwavelabs Risingwave Streaming ETL Pipeline
- Workflow:Hiyouga LLaMA Factory Model Inference and Serving
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:CARLA simulator Carla Simulation Recording and Replay
- Workflow:Mlflow Mlflow Prompt Management
- Workflow:Explodinggradients Ragas Agent Evaluation
- Workflow:Microsoft Onnxruntime Nodejs Inference
Principles
- Principle:Huggingface Datatrove Pipeline Statistics Tracking
- Principle:Huggingface Datasets Row Count Inspection
- Principle:Neuml Txtai Semantic Query
- Principle:ChenghaoMou Text dedup Pipeline Configuration
- Principle:Microsoft Semantic kernel AI Service Registration
- Principle:Cleanlab Cleanlab Clean Model Inference
- Principle:Lm sys FastChat LLM Judge Evaluation
- Principle:Microsoft Semantic kernel Connector Embeddings Test Fixtures
- Principle:Teamcapybara Capybara Selection Controls
- Principle:ChenghaoMou Text dedup Suffix Array Construction
Implementations
- Implementation:Huggingface Optimum MetaAwareMethodsPatcher
- Implementation:Open compass VLMEvalKit MMNIAH Utils
- Implementation:Axolotl ai cloud Axolotl HFCausalTrainerBuilder Build
- Implementation:Iterative Dvc Plan Repro
- Implementation:Apache Kafka Broker Log4j2 Configuration
- Implementation:Run llama Llama index ReActAgent Run
- Implementation:Huggingface Diffusers Save Pretrained Quantized
- Implementation:FlowiseAI Flowise SendMessageAndGetPrediction
- Implementation:Lance format Lance Java FragmentOperation
- Implementation:Online ml River Datasets Music
Heuristics
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Ollama Ollama VRAM Recovery And Scheduling
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
- Heuristic:Volcengine Verl Sequence Length Balancing
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Adam Beta1 Half
- Heuristic:Risingwavelabs Risingwave Source Backoff Strategy
- Heuristic:OpenBMB UltraFeedback API Retry Strategy
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:PrefectHQ Prefect Concurrency Limit Scoping
Environments
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Spcl Graph of thoughts OpenAI API Access
- Environment:Eventual Inc Daft Cloud Storage Credentials
- Environment:Sgl project Sglang Runtime
- Environment:Sgl project Sglang Triton
- Environment:Langchain ai Langchain Unit Test Network Isolation
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Facebookresearch Audiocraft AudioCraft Environment Variables
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Huggingface Datatrove Slurm Cluster Environment