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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:Iterative Dvc Remote Data Sync
- Workflow:FlowiseAI Flowise Document Store Ingestion
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:NVIDIA TransformerEngine FSDP Distributed Training
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:OpenBMB UltraFeedback Dataset Construction
- Workflow:Openai Openai node Audio Processing
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:ClickHouse ClickHouse Building From Source
Principles
- Principle:Gretelai Gretel synthetics Tabular Data Transformation
- Principle:PacktPublishing LLM Engineers Handbook AWS IAM Role Provisioning
- Principle:Lakeraai Pint benchmark Dataset Preparation
- Principle:Mage ai Mage ai SQL Schema Discovery
- Principle:Allenai Open instruct Distributed Policy Training
- Principle:Eventual Inc Daft Pandas Export
- Principle:Spotify Luigi Static Type Checking
- Principle:Langchain ai Langgraph Channel Types
- Principle:Online ml River Online Feature Selection
- Principle:Apache Beam Pipeline Translation Twister2
Implementations
- Implementation:Huggingface Datasets Get Dataset Split Names
- Implementation:Datajuicer Data juicer VideoTaggingFromAudioMapper
- Implementation:Open compass VLMEvalKit DREAM
- Implementation:Google deepmind Mujoco Engine Memory
- Implementation:BerriAI Litellm HashiCorp Secret Manager
- Implementation:Apache Druid SubmitTaskQuery
- Implementation:VainF Torch Pruning GroupNormPruner
- Implementation:Scikit learn Scikit learn NeighborsBase
- Implementation:Lance format Lance Java CompactionOptions
- Implementation:Allenai Open instruct One Training Step
Heuristics
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
- Heuristic:Promptfoo Promptfoo Transient Error Classification
- Heuristic:ContextualAI HALOs Online Round Budgeting
- Heuristic:SeldonIO Seldon core Autoscaling Dual Config Tip
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Iamhankai Forest of Thought UCB Exploration Constant
- Heuristic:Google deepmind Dm control MJCF Model Composition Gotchas
- Heuristic:Langgenius Dify Extension Initialization Order
Environments
- Environment:Openai Openai agents python Python 3 9 Runtime
- Environment:OpenGVLab InternVL PEFT LoRA
- Environment:Datahub project Datahub Python Ingestion
- Environment:Huggingface Datasets Image Dependencies
- Environment:Fastai Fastbook CUDA GPU Environment
- Environment:Alibaba MNN ARM Mobile Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Vibrantlabsai Ragas Optional NLP Metrics Environment
- Environment:Facebookresearch Habitat lab Python 3 9 Core Dependencies
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner