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1,118
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:DataTalksClub Data engineering zoomcamp Spark Batch Processing
- Workflow:Kornia Kornia Image Feature Matching
- Workflow:Scikit learn contrib Imbalanced learn SMOTE Resampling Pipeline
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Openai Openai python Responses API Text Generation
- Workflow:Lucidrains X transformers DPO Preference Alignment
- Workflow:Junyanz Pytorch CycleGAN and pix2pix Pretrained Inference
- Workflow:OpenRLHF OpenRLHF Reward Model Training
- Workflow:Openclaw Openclaw Channel Connection
- Workflow:Anthropics Anthropic sdk python Basic Message Conversation
Principles
- Principle:Apache Flink File Connector Table Integration
- Principle:Facebookresearch Habitat lab Task Dataset Selection
- Principle:Protectai Modelscan Model Security Scanning
- Principle:Huggingface Datatrove Exact Substring Deduplication
- Principle:Ollama Ollama CLIStartup
- Principle:Ggml org Llama cpp Public C API
- Principle:Sktime Pytorch forecasting Tensor Utilities
- Principle:Apache Shardingsphere Federation Metadata Refresh
- Principle:Apache Paimon Global Index Scan Building
- Principle:Arize ai Phoenix Evaluator Design
Implementations
- Implementation:Google deepmind Mujoco Engine Init
- Implementation:OpenHands OpenHands LinearManager
- Implementation:Eventual Inc Daft Daft Sql
- Implementation:Apache Dolphinscheduler AbstractDataSourceProcessor Extension
- Implementation:Speechbrain Speechbrain Eval ESC50 Interpret
- Implementation:SeleniumHQ Selenium Closure Dom Forms
- Implementation:Lance format Lance StructEncoding
- Implementation:OpenBMB UltraFeedback Multi Backend Inference
- Implementation:Apache Shardingsphere ClusterContextManagerBuilder Build
- Implementation:Togethercomputer Together python Together Client Init
Heuristics
- Heuristic:Apache Flink Bin Packing Complexity Guard
- Heuristic:Testtimescaling Testtimescaling github io Persist Credentials False
- Heuristic:Helicone Helicone Rate Limiting Fail Open
- Heuristic:Huggingface Alignment handbook Global Batch Size Scaling
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Obss Sahi Match Threshold Tuning
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:ChenghaoMou Text dedup Suffix Array Merge Strategy
- Heuristic:Cypress io Cypress Timeout Tuning
- Heuristic:Hiyouga LLaMA Factory Gradient Checkpointing Memory Optimization
Environments
- Environment:Vllm project Vllm GitHub
- Environment:Google deepmind Dm control OSMesa Software Rendering
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Treeverse LakeFS LakeFS Server Environment
- Environment:Facebookresearch Audiocraft Python PyTorch CUDA Environment
- Environment:Langgenius Dify Vector Database Environment
- Environment:Google deepmind Mujoco Python Bindings Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:ThreeSR Awesome Inference Time Scaling Python Runtime Environment
- Environment:Getgauge Taiko Node Runtime