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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:Apache Flink File Source Pipeline
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Deepspeedai DeepSpeed Inference Engine Optimization
- Workflow:Scikit learn Scikit learn Data Preprocessing Pipeline
- Workflow:Unslothai Unsloth Vision Model Finetuning
- Workflow:Ucbepic Docetl YAML Pipeline Execution
- Workflow:Webdriverio Webdriverio WDIO Testrunner Setup
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:CarperAI Trlx RLHF Dialogue Alignment
Principles
- Principle:Apache Druid Data Parsing
- Principle:Huggingface Optimum Meta Device Initialization
- Principle:Webdriverio Webdriverio Page Object Model
- Principle:Langchain ai Langchain Maximal Marginal Relevance
- Principle:Huggingface Diffusers Video Denoising
- Principle:Lucidrains X transformers Causal Decoder Configuration
- Principle:Langchain ai Langchain Incremental Chunk Processing
- Principle:Fastai Fastbook Latent Factor Model
- Principle:Deepset ai Haystack Document Splitting
- Principle:Kornia Kornia Inlier Extraction
Implementations
- Implementation:Langchain ai Langchain XAI Model Profiles
- Implementation:Spcl Graph of thoughts Score Operation
- Implementation:Mlflow Mlflow Openai Autolog
- Implementation:DistrictDataLabs Yellowbrick WordCorrelationPlot
- Implementation:Microsoft Onnxruntime Torch Onnx Export
- Implementation:CARLA simulator Carla WalkerManager
- Implementation:Interpretml Interpret MorrisSensitivity
- Implementation:Huggingface Trl PPOTrainer Save Generate
- Implementation:Iterative Dvc Build Graph
- Implementation:Wandb Weave Weave Op
Heuristics
- Heuristic:Explodinggradients Ragas Failed Metrics Return NaN
- Heuristic:Apache Beam GC Thrashing Detection
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Teamcapybara Capybara Animation Disabling For Tests
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Bigscience workshop Petals Batch Splitting Threshold
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:Mage ai Mage ai Parallel Sink Concurrency Limit
- Heuristic:Langgenius Dify Warning Deprecated Default Datasource Auth
- Heuristic:Microsoft Agent framework Tool Approval Mode Production
Environments
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Risingwavelabs Risingwave Rust Build Environment
- Environment:Facebookresearch Audiocraft XFormers Memory Efficient Attention
- Environment:Risingwavelabs Risingwave Docker Deployment Environment
- Environment:Truera Trulens Snowflake Connector Environment
- Environment:Openai Evals OpenAI API Configuration
- Environment:Huggingface Datatrove Python Runtime
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Anthropics Anthropic sdk python GCP Vertex Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime