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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:Risingwavelabs Risingwave Iceberg Lakehouse Ingestion
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Kubeflow Kubeflow Release Management
- Workflow:Deepspeedai DeepSpeed Pipeline Parallel Training
- Workflow:Apache Spark Release Process
- Workflow:Cohere ai Cohere python Model Finetuning
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:Neuml Txtai Semantic Search
- Workflow:Iterative Dvc Plot Visualization
- Workflow:NVIDIA TransformerEngine FP8 Training Quickstart
Principles
- Principle:Google deepmind Mujoco Thread Pool Management
- Principle:Microsoft Semantic kernel Function Choice Behavior
- Principle:Cleanlab Cleanlab Spurious Correlation Analysis
- Principle:Ggml org Ggml Backend Plugin Loading
- Principle:ARISE Initiative Robosuite Composite Object Construction
- Principle:Speechbrain Speechbrain Transducer ASR Training
- Principle:Langchain ai Langgraph Checkpoint ID Generation
- Principle:Intel Ipex llm LLM Initialization LangChain
- Principle:Protectai Llm guard Regex Pattern Matching
- Principle:Pytorch Serve Label Mapping
Implementations
- Implementation:Online ml River Bandit LinUCBDisjoint
- Implementation:Bigscience workshop Petals ModuleContainer Create
- Implementation:Huggingface Open r1 TrlParser Usage
- Implementation:Sail sg LongSpec VLLM Request Generator
- Implementation:Neuml Txtai Workflow Schedule
- Implementation:Sdv dev SDV CSVFormatter Get SDV Logger
- Implementation:OpenRLHF OpenRLHF RewardModelTrainer
- Implementation:FlagOpen FlagEmbedding LLM Dense Retriever Modeling
- Implementation:Astronomer Astronomer cosmos Pyproject Configuration
- Implementation:OpenRLHF OpenRLHF KTOTrainer
Heuristics
- Heuristic:Openai CLIP JIT Vs Non JIT Loading
- Heuristic:Nautechsystems Nautilus trader Parquet Row Group Tuning
- Heuristic:LaurentMazare Tch rs Hidden Dimension Alignment
- Heuristic:OpenGVLab InternVL Pixel Shuffle Downsampling
- Heuristic:Apache Druid Explore Compare Query Strategy
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:DataExpert io Data engineer handbook SparkSession Singleton Pattern
- Heuristic:Google deepmind Mujoco MJX Benchmarking Tips
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
Environments
- Environment:SeldonIO Seldon core Kubernetes Cluster Environment
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Haotian liu LLaVA OpenAI API Evaluation Environment
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:SeleniumHQ Selenium Selenium Manager Runtime
- Environment:Spotify Luigi Apache Spark
- Environment:Bigscience workshop Petals Python Transformers