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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:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Apache Airflow Core Release Process
- Workflow:Mbzuai oryx Awesome LLM Post training Deep Paper Collection
- Workflow:Intel Ipex llm QLoRA Finetuning
- Workflow:Openai Evals Building a custom eval
- Workflow:Hiyouga LLaMA Factory Full Parameter SFT
- Workflow:NVIDIA DALI Video Processing Pipeline
- Workflow:Getgauge Taiko Headless Browser Testing
- Workflow:Microsoft Onnxruntime ORTModule Training
- Workflow:OpenGVLab InternVL LoRA Finetuning
Principles
- Principle:Vibrantlabsai Ragas LLM Configuration
- Principle:ARISE Initiative Robosuite MJCF Model Hierarchy
- Principle:MaterializeInc Materialize Workload Replay
- Principle:Run llama Llama index Embedding Finetune Configuration
- Principle:Ollama Ollama GGUF Model Conversion DeepSeek2
- Principle:Ggml org Llama cpp GGUF Model Loading
- Principle:Unslothai Unsloth LoRA Adapter Injection
- Principle:Google deepmind Mujoco Sleep Wake Optimization
- Principle:Ucbepic Docetl Chunk Processing
- Principle:DevExpress Testcafe TestCafe Instance Creation
Implementations
- Implementation:Pola rs Polars Streaming Query Pipeline
- Implementation:Infiniflow Ragflow File Util
- Implementation:Infiniflow Ragflow Misc Utils
- Implementation:Teamcapybara Capybara Queries CurrentPathQuery
- Implementation:FlowiseAI Flowise SelectVariable
- Implementation:LMCache LMCache LMCacheEngineConfig PD Fields
- Implementation:Elevenlabs Elevenlabs python Package Exports
- Implementation:Kserve Kserve VLLM Health Endpoint
- Implementation:Anthropics Anthropic sdk python Pagination
- Implementation:Langfuse Langfuse Nested JSON Seed Data
Heuristics
- Heuristic:DevExpress Testcafe CDP Performance Monitoring
- Heuristic:Unstructured IO Unstructured Hi Res Model Configuration
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Sgl project Sglang Attention Backend Selection
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Openai Evals Event Batching Configuration
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Scikit learn contrib Imbalanced learn Sparse Matrix Handling
- Heuristic:Pola rs Polars Use Spawn Not Fork Multiprocessing
- Heuristic:Openai Whisper Median Word Duration Clamping
Environments
- Environment:Sdv dev SDV GPU CUDA Support
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Apache Hudi Docker Demo Environment
- Environment:Huggingface Datasets Audio Video Dependencies
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Hpcaitech ColossalAI GRPO Distributed Environment
- Environment:Mage ai Mage ai Singer SDK And Joblib Runtime
- Environment:Turboderp org Exllamav2 Flash Attention Backend