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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:Openai CLIP Linear probe evaluation
- Workflow:TobikoData Sqlmesh Plan and apply deployment
- Workflow:Microsoft BIPIA White Box Defense Finetuning
- Workflow:Explodinggradients Ragas Prompt Evaluation And Iteration
- Workflow:Microsoft DeepSpeedExamples CIFAR10 Getting Started
- Workflow:Princeton nlp SimPO Model Inference
- Workflow:Alibaba MNN Model Conversion Pipeline
- Workflow:Eventual Inc Daft Distributed UDF Processing
- Workflow:DevExpress Testcafe Programmatic Test Execution
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
Principles
- Principle:Vespa engine Vespa Log Rotation and Special Handling
- Principle:Roboflow Rf detr Model Size Selection
- Principle:Mlc ai Web llm Tool Definition
- Principle:Neuml Txtai Base Model Configuration
- Principle:Ggml org Llama cpp HF to GGUF Conversion
- Principle:Predibase Lorax Inference Result Evaluation
- Principle:Apache Paimon Type System
- Principle:Langgenius Dify Billing Integration
- Principle:Apache Shardingsphere SPI Rule Building
- Principle:Snorkel team Snorkel Slice Aware Data Preparation
Implementations
- Implementation:Predibase Lorax Outlines Logits Processor
- Implementation:Mage ai Mage ai Chargebee Item Model Subscriptions Schema
- Implementation:Google deepmind Mujoco USD Mujoco To USD
- Implementation:Apache Beam JobServiceGrpc Connection
- Implementation:Arize ai Phoenix Evaluate Dataframe
- Implementation:LaurentMazare Tch rs Imagenet Load From Dir
- Implementation:Ggml org Llama cpp GGUF Example
- Implementation:Microsoft Playwright CrDragDrop
- Implementation:Huggingface Datasets Dataset Save To Disk
- Implementation:Datajuicer Data juicer TextEntityDependencyFilter
Heuristics
- Heuristic:Deepset ai Haystack Warning Deprecated TransformersSimilarityRanker
- Heuristic:NVIDIA TransformerEngine FP8 Recipe Auto Selection
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Teamcapybara Capybara Async Waiting And Retry
- Heuristic:Apache Dolphinscheduler Failover Marker TTL
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:CarperAI Trlx Delta Rewards
Environments
- Environment:Huggingface Diffusers Attention Backends
- Environment:Eventual Inc Daft AI Provider Dependencies
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Teamcapybara Capybara Selenium WebDriver Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Apache Paimon Optional Extensions
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Huggingface Transformers 3D Parallel Multi GPU