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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 Spark Standalone Cluster Deployment
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Unslothai Unsloth Model Export And Deployment
- Workflow:Apache Druid Visual Data Exploration
- Workflow:Apache Airflow Provider Distribution Development
- Workflow:Google deepmind Mujoco Model compilation and conversion
- Workflow:EvolvingLMMs Lab Lmms eval Server Mode Evaluation
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Cohere ai Cohere python Semantic Search With Rerank
- Workflow:Google deepmind Dm control Manipulation Task Setup
Principles
- Principle:Cypress io Cypress Package Publishing
- Principle:Mistralai Client python Streaming Chat Completion
- Principle:Facebookresearch Habitat lab Interactive Session Execution
- Principle:Iamhankai Forest of Thought Dataset Loading
- Principle:Ggml org Ggml CPU Compute Engine
- Principle:AUTOMATIC1111 Stable diffusion webui Latent Diffusion Pipeline
- Principle:Ggml org Llama cpp Android Inference
- Principle:Datajuicer Data juicer Pipeline Monitoring and Checkpointing
- Principle:FMInference FlexLLMGen Autotuning Experiment Scheduling
- Principle:DistrictDataLabs Yellowbrick Visual Pipeline Integration
Implementations
- Implementation:Infiniflow Ragflow Admin Sandbox Settings Page
- Implementation:CARLA simulator Carla StreamingClient
- Implementation:Neuml Txtai Embeddings Save Load
- Implementation:Risingwavelabs Risingwave DatabaseValidator
- Implementation:Open compass VLMEvalKit OSTDataset
- Implementation:Apache Hudi HoodieFileGroupReader GetClosableIterator
- Implementation:CARLA simulator Carla MotionPlanStage
- Implementation:Deepset ai Haystack OpenAIGenerator
- Implementation:Teamcapybara Capybara Node Document
- Implementation:Google deepmind Dm control Composer Environment For Manipulation
Heuristics
- Heuristic:Microsoft Onnxruntime Memory Recomputation Optimization
- Heuristic:Apache Flink Hadoop Thread Safety Mutexes
- Heuristic:Open compass VLMEvalKit API Retry With Random Delay
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Openclaw Openclaw Warning Suppression For Known Deprecations
- Heuristic:Spotify Luigi Parameter Propagation Decorators
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:NVIDIA TransformerEngine Sequence Length Alignment
- Heuristic:Google deepmind Mujoco MJX Feature Compatibility
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
Environments
- Environment:Allenai Open instruct Ray Distributed
- Environment:Openai Whisper Numba
- Environment:Pytorch Serve CUDA GPU Environment
- Environment:Trailofbits Fickling PyTorch
- Environment:Fede1024 Rust rdkafka Rust Librdkafka Build Environment
- Environment:Cypress io Cypress Linux Display Server
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Allenai Open instruct Beaker Cluster
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies