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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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|---|---|---|
| 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:MaterializeInc Materialize Release Process
- Workflow:Zai org CogVideo Diffusers Image to Video Inference
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
- Workflow:Alibaba ROLL RLVR Training Pipeline
- Workflow:CrewAIInc CrewAI Custom Tool Integration
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
- Workflow:Vibrantlabsai Ragas Prompt Optimization
- Workflow:Huggingface Peft Prompt Tuning Classification
- Workflow:Eventual Inc Daft Multimodal AI Batch Inference
- Workflow:Gretelai Gretel synthetics ACTGAN Tabular Synthesis
Principles
- Principle:Snorkel team Snorkel Labeling Function Definition
- Principle:Google deepmind Mujoco JIT Compilation
- Principle:SeleniumHQ Selenium CDP Session Cleanup
- Principle:Fede1024 Rust rdkafka Transactional Producer Setup
- Principle:Facebookresearch Audiocraft Finetuning Checkpoint Preparation
- Principle:Huggingface Datatrove FastText Classification Filtering
- Principle:Deepspeedai DeepSpeed Pipeline Engine Init
- Principle:NVIDIA NeMo Aligner Reward Model Architecture Selection
- Principle:Apache Paimon Vector Search Query Construction
- Principle:MarketSquare Robotframework browser Development Environment Setup
Implementations
- Implementation:Langgenius Dify Service Annotation
- Implementation:Mage ai Mage ai Google Ads Ads Schema
- Implementation:Vespa engine Vespa SimpleNormalizer Normalize
- Implementation:MaterializeInc Materialize CLI Optbench
- Implementation:Sdv dev SDV Range Init
- Implementation:Predibase Lorax Flash DBRX Modeling
- Implementation:Mlflow Mlflow GraphQL Schema Autogeneration
- Implementation:Treeverse LakeFS Java SDK Model PullRequestBasic
- Implementation:Promptfoo Promptfoo Sidebars Config
- Implementation:Apache Druid ExploreHeaderBar
Heuristics
- Heuristic:Mistralai Client python Resource Context Manager
- Heuristic:Huggingface Datatrove Thundering Herd Prevention
- Heuristic:Shiyu coder Kronos Two Stage Finetuning Strategy
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Identity Loss Color Preservation
- Heuristic:Huggingface Alignment handbook LoRA Rank Selection
- Heuristic:Datajuicer Data juicer Partition Size Tuning
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
Environments
- Environment:ARISE Initiative Robomimic HuggingFace Hub Dependencies
- Environment:Ray project Ray Java Build Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Huggingface Datatrove Inference GPU Environment
- Environment:Puppeteer Puppeteer Cross Platform Browser Environment
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Avdvg InjectGuard CUDA GPU
- Environment:SeleniumHQ Selenium Grid Deployment Environment
- Environment:Openai Openai python Realtime WebSocket
- Environment:Recommenders team Recommenders GPU CUDA Environment